{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<center>\n",
    "<img src=\"../../../img/ods_stickers.jpg\">\n",
    "## Открытый курс по машинному обучению\n",
    "<center>Автор материала: Топорнин Дмитрий Дмитриевич, @wild_dima.\n",
    "\n",
    "# Визуализация больших объемов географиских данных"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Выбирая себе kernel для проекта, наткнулся на один интересный датасет: данные об измерениях уровня радиации волонтерами в разных частях света. Данных достаточно много для стандартных домашних комьютеров - 10гб и 80 миллионов строк - https://www.kaggle.com/safecast/safecast."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Для начала я использовал привычный geopandas, но что-то пошло не так и примерно так выглядела используемая питоном память:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"./img/memory.png\" alt='memory'/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Поэтому я попытался пойти другим путем, задавишись целью сэкономить память и время. Для это я решил воспользоваться библиотекой [bcolz](https://github.com/Blosc/bcolz). Она написана на C, а python лишь использует ее обертку, поэтому она очень эффективна по памяти. По сути, это просто очень удобный контейнер для данных, который умеет делать простейшие преобразование, вроде `append`, обращению к столбцам, строкам. Самым главным его преемуществом является возможность сжимать данные."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Подключим нужны нам библиотеки:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import geopandas as gpd\n",
    "import geoplot as gplt\n",
    "import csv\n",
    "import bcolz\n",
    "import time\n",
    "\n",
    "from scipy import ndimage\n",
    "from sklearn.cluster import MiniBatchKMeans\n",
    "from tqdm import tqdm_notebook\n",
    "from IPython.display import clear_output, display\n",
    "from shapely.geometry import Point"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Так же добавим библиотек для просмотра задействованной памяти:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import psutil\n",
    "process = psutil.Process(os.getpid())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "И заодно добавим метод, которые будет выводить количество задействованной оперативной памяти:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_memory_usage():\n",
    "    print(\"{} mb\".format(process.memory_info().rss/8/100/1000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "175.3344 mb\n"
     ]
    }
   ],
   "source": [
    "print_memory_usage()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Данные, которые я использовал слишком большие, для репозитория, но вы их можете найти [здесь](https://www.kaggle.com/safecast/safecast/data)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA_PATH = '/Users/dmitrijtopornin/.kaggle/datasets/safecast/safecast/measurements.csv'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Чтение данных"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Инициализируем bcolz массив из нулей, и сделаем его двумерным:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "meas = bcolz.zeros((0, 2), dtype='float32')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "175.488 mb\n"
     ]
    }
   ],
   "source": [
    "print_memory_usage()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Поскольку основной моей целью является экономия памяти, то я решил подойти к этому вопросу в лоб. Это далеко не самый эффективный способ по скорости, поэтому для тех, кто может жонглировать планками оперативки можно воспользоваться хоть pandas'ом, чтобы прочитать это. Основные проблемы по памяти мне доставил geopandas.\n",
    "\n",
    "В этих данных есть пропуски, поэтому если я обернул преобразование во float в try-catch, чтобы отловить их и проигнорировать(у нас 80 миллионов данных, не будем жадничать):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "34bb08216864494a8cfac2e1ead9c085",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>HBox</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
      ],
      "text/plain": [
       "HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "with open(DATA_PATH) as file:\n",
    "    rows = csv.reader(file)\n",
    "    next(rows)\n",
    "    for row in tqdm_notebook(rows):\n",
    "        try:\n",
    "            meas.append([float(row[1]), float(row[2])])\n",
    "        except ValueError:\n",
    "            pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "392.48384000000004 mb\n"
     ]
    }
   ],
   "source": [
    "print_memory_usage()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Прочитав 80 миллионов данных мы потратили только 150 мб оперативной памяти, что явно лучше предыдущего моего результата."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Визуализация"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Визуализация всех точек"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Используем `geopandas`, для отрисовки проекции карты"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "И отрисуем 80 миллионов точек в лоб. `%%time`, чтобы засечь время тут не сработает, поскольку вычислять cell он закончит быстро, а вот отрисовывать это он будет немного дольше. Поэтому используем немного странный способ, однако он намного более показательный:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x119775a90>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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0ej3Xr18nKSkJrVarBi8yMjJITU0lLS2NtLQ0UlNTOXv2LO3bt+e+++5j9uzZeHh4UFBQQEFBAdeuXePDDz9kwYIF2NrasmHDBqZOndro9JmZmdGxY0cjbOktGo0GS0tLLC0tsbe3r9M8Wq2WixcvEhERoQas/ve//5GVlaVOU1paSlpaGrm5ueTl5VU55OfnU1paCtwKHN05AHTt2pUHH3yQbt26AVBQUMCZM2f43//+pw6pqak4OzuTlpZG9+7dCQwMJDAwkJ49exIQEICbmxtOTk48/fTTdOrUiR07dtC7d2+TK1FSUFDAxIkTsbGxwdnZWd1H5fdXXl4eWu2vPTyYm5vj6emJm5sbBoMBvV6vju8cMjIyKC4uBqBnz57Mnz+fIUOGcM8999CvX7+W2mwh2oyyIIsxSpZ2XbVXgjZCCNGGSQkbYfIaErCRzIvpmrfxBKFXMo2+3Obo4rqwsJBZs2YRFRXF9evXcXNzw9vbG1tbW7WKkKurKx4eHri7u6tD79696dy5c43LLikpQafTYWdn16TbYCylpaWcO3eOhIQENTBVfnz9+nWuXbtGQEAAffr0oWPHjuTk5KAoCtnZ2Vy/fp3ExETS0tJo3749jo6OODg4VDnY29urpYo0Go06lP0b4NKlS3z33Xe4uLhgaWnJ1atXCQoKYsiQIerQo0cPzM3NKSwsJCYmhqioKCIjI4mKiiImJobMzExyc3PJzs6utL3Dhg3j8ccf59FHH8XKyqr5dnQVioqK6N+/P9HR0TVOp9Fo1NJVOTk5Ff7m5OSkVnfy8PAgISGB2NhY4uLiAHB3d6egoIBly5bxwgsv0L59+yrXYTAYyMzMJD09nbS0tGrHpaWlODs74+Lioo7Lf+7Zsyc+Pj7G2UFCtEKNfTkl3YALIUTrIlWiRJshAZu2w9ilpd6e079ZG0QzGAyMHDmSvLw8Hn/8cSZOnEhgYKDJlcBoSllZWdU+vA8YMIDnn38ed3d3OnXqREBAAJaWliiKwrvvvsvy5ct58cUX6devH507d8bb2xtPT0+jNWZsMBg4e/YsiqLQt29f2rVr16DllAWVoqOjOXDgAJ988gmJiYkAvPvuuyxdutQo6W0JxcXFJCUlkZiYSGJiIteuXSM9PZ1u3brRs2dPAgMD8fLyIj09ncWLF7Nr1y5eeeUVOnfuTGxsLDExMSQnJ6uBmKysLBwdHXF3d8fNza3asaWlJdnZ2WRlZanj8p/PnDnD66+/zuOPP35X/Z6EuFNj75OS/xFCiNZBAjaizZCATevXGurr5+bmsnTpUrZs2YK9vT12dnbodDq15Iu3tzdLlixhxowZHDt2jCNHjnD48GEsLS0JCQlh/vz5WFpaNknaTIlWq2XmzJmEh4eTkpKCmZkZAwcO5L777uORRx7B2tqa06dPc/r0acLCwrh8+TKZmZlYWFjg6urKu+++a5QqX6LpHDx4kBkzZpCfn4+joyP+/v74+/sTEBCAv78/nTt3VgMxrq6u9Q646XQ6YmJiiIiI4MKFC0RERHD8+HG0Wi2xsbF4eno20ZYJ0ThlPes1R1CxMfdNyQPVnaIoxMTE8Msvv5CUlKQOycnJJCUlodFoGDNmDPfffz9jx46VkoBCCKORgI1oMxqaaZEMi2kwRrCmg0O7Sl2mGoPBYGDnzp2sX7+eM2fOUFhYCNwqRTFjxgwsLS1p164dlpaWnDt3jvfee489e/Ywbdo0Bg8ejI+PD+np6WzevJlLly4RHBzMwIEDGTBgAAMHDsTL61bpn7Keg3Q6nTqU/bu0tBQbGxu16k9jGwc2ptLSUo4cOcK5c+fUB+vIyEj8/Py47777CAwMxMLCgqioKE6fPs3Zs2dxd3dn8ODBDBo0iMGDB9OjRw9cXV1bvHek2jRVVT0BoNDLMgOXq98TERFBbGwsXbp0oU+fPmoD2229MefG2Hk2iTe/iyY5W0snZxtWTuhR75KFRUVF3Lx5k8LCQnx9fStU6zMYDJw+fZrk5GQ8PT3p1KkTHTp0aHAJtdYgPDycY8eOVai6l56eDtyqLmgwGDAYDMyZM4ecnBwOHDhAREQESUlJWFtbExAQgJOTE+7u7nz66adNen2TPJDxJScn88MPP3Do0CF++OEHzMzMGDlyJF26dMHLywsvLy86deqEl5cXRUVFHDlyhB9//JEff/wRe3t7xo8fz+9+9zuGDBnS0psihGjFJGAj2hTJsLQ+3UP2UtrIy0tTHr/o6GieeOIJCgsL+eMf/8j06dPrVFIgNTWVbdu2ERkZqXaHnJCQoHZrbWVlhaIopKamkpeXpzaWWx0LCwtcXFwoLCyksLAQOzs7HBwccHZ2Zvfu3XTv3t1Ym1xnRUVFfPrpp7zxxht4eHgwdOhQ9cG6Y8eObN68mffeew8bGxs1MDN48GAGDhxYbXWppiBBllZEUUADt/9XJ03dcHhrsPNsEiHfRKDV/dpAu42lOa/N6FMpaBMTE8N///tfbt68WWkoLCzEw8MDGxsbrl+/TpcuXejVqxf29vZ8//33uLm54evry40bN0hJSSE1NRUnJyc8PT3x8vLC19eXvn370rdvX4KCgnBwcGjuXWFUNZWQ2bZtG1ZWVhQUFPD000+Tm5tLx44d8fT0xM7OjsjISDIyMgDw9PTk8uXL2NraNnmapbfMxsnLy2P16tUcPHiQmJgYJkyYwG9+8xvGjRtH9+7d61RqSlEULl68yLfffsuHH35Ihw4dWLp0KbNnzzb5lxJCCNMjARvR5kjVqNbD1OvgK4qCl5cX/fr1Y8+ePY1+q1/WhXZZmyCJiYkcPXqUuLg4nnjiCX7/+9/Tr18/rKysKC0trTAUFBSQnp6Oq6sr+fn5DB8+nJEjRzJy5EhGjRrVrO155OXlsWHDBtatW8eAAQMICQlhxIgR6t9v3ryJn58fBQUF3HvvvUyePJlu3brh6+uLr68vLi4uDU5vc3bvLtqWEX7t+eKJYS2dDKPIysoiLi6Oq1evcvXqVTZl+KLV2FSazqWdgb4J2ykpKVEHKysrwsPDuXLlCsOHD2f27NlqKQF3d3f1obSkpITLly9z8eJFsrKyGDduHL6+vhWWr9frSU9PJyUlhcTERK5evcr58+fVoXPnzjz55JOsXLmyuXZNkwoNDWX+/PlkZmYybNgw7OzsuHz5MpcvX2bIkCHMmDEDDw8POnTogKenJ56enjg6OjZ7e0v1ubdK/qeivLw8XnnlFaKiooiNjeXq1avMmjWLjz/+uEHVmfV6Pfv27ePdd9/l7Nmz/O53v+PJJ5+UKlNCiDqTgI1ok+QNk+lrLfXuz58/z9y5c/Hy8mLWrFlMmTLFqG1nKIrCm2++ySuvvEJgYCAFBQXMnDmTiRMnMmTIkAqleYqKirhx4wbe3t5NWiVEURRu3rzJ7t27OXXqVKXefPLz85k+fTohISH079+/ymVcuXKFy5cvqw+UZUNMTAxOTk7Ex8fTrl07xq87QmxqQZNtixD10dwNlNdVSkoKzzzzDFeuXOHq1avo9Xp8fX3VQOjXlvdRVakkRVH4k/8N7Ozs1GqbZY1knzhxAjc3NwAsLS0xNzcnJydHLVHg6OiIk5NThbG9vT0ajQZFUSguLqagoEAt9Vf2+eLFi2zevJmYmBjmzJnD008/Tc+ePZt5jzWtmzdv8ssvv1BcXIy/vz9+fn44Ojq2dLIqqGtX4JL/qZlWq2XOnDkYDAa++uorbGwqB0brKiYmhvfff59///vfREVF0bVrV+MlVAjRZknARrRJErAxbcasurZmzRquXbtG+/bt1cHFxYVOnTrh5+dHx44dG93ei1arZceOHXz77bccOHBAfWNaWFhIWloaAH/7299YvXp1g9dx/Phxnn76ac6dO4ejoyMeHh5kZGSwdetWJkyY0Kj03+ny5cv4+/tX+M7CwgInJye0Wi1arRZHR0cmTZrE6NGjK3Q/7ubmhouLS437VKfTMeeDnzmTrAVu3zvKjTT1rPIihCloqjay6iI3N5fRo0fTuXNnNm3ahKura4VSGyNe/5GkbG29l7txbDtCQ0M5fvw4J0+eVKtD2dnZYWFhQUlJCbm5ueTk5JCbm4tWq8Xa2pqioiIsLS2xtbXF1tYWOzs7dezt7c3cuXOZOHFim27fprWo7X4r+Z/a6XQ6fve737F3716GDx/OiBEjGDFiBIMHD653ACc1NZWAgADS0tLQaDR8+OGHhIWFcfXqVTQaDR06dCAwMJBhw4YRHByMs7NzE22VEKK1kICNaLOkSLDpqesbvzvV1EbF6NGjiYyMxN/fn27dumFnZ0dmZiZJSUlcuXKFvLw89S20n58ffn5+DB48mGHDKlaNyMrK4t1338XCwgJra2usra3x8PDA39+fPn36qA9HOp2OxMRENBoNr7zyCrt37+bZZ5/lqaeewsnJqV7bZTAYOHToEB988AEHDhygU6dOuLu7Y2trS1FREdevX+d///sfHTp0qPc+q0lJSQlvvPEGmzZtIi4uDoA9e/YQHByMjY0N1tbWNZbgMRgMzH7/J05fL+DOgEzZx1sxGQnKiLuDv4cdB58d06TryMjIYOzYsdx7772sWbMGV1dX9W9VtWFTV2X3P71ez7lz59iyZQubN28mPT0dZ2dnFi9ezBtvvAHcamC8qKgIa2vrevf6JVpOTfkhyf/UXXJyMqGhoepw4cIF3NzcKjQ+XH5sb2+vBjtzcnLIyclhy5YtdO7cmXfeeYd58+Zhb2/P7Nmz8fX1RaPRcPPmTbVHvLCwMHx8fBg2bBjDhg1jxIgR9OjRo6V3gxCimUnARrRZErAxLQ1t+LW2Y3Px4kWeeOIJTpw4AcBTTz3Fiy++qAZeLCws1Oo4ZdUJ9u3bR3BwMOvXr1erN128eJEhQ4awbNkySkpK0Gq13Lhxg4sXL1JQUMCDDz7I9OnTmTJlirruzz//nOXLlzNt2jQWLlxIcHAw1tbWtbZXkJaWxqZNm/j3v/+NwWAAwNramv79++Pn56cGl/r164eLi0u991ld6XQ61q1bx8svv8wbb7zBM888U+HviqKwa9cuVv4COuXXh7Oyu0Fzt8sgWidFUe76c8XRypzzayc2ejnp6emsXLmSnTt38tvf/pZnnnmGoKAgoOEB8Qsvjeapp55S3/J7eXnRo0cPAgMDCQwMZMCAATg7O5OSksKNGzcIDg6W9jdaoaryRJL3aZySkhJSUlIqdO9dNk5KSqKwsBAnJ6cKVQudnJzw9vZm1apVvPjiiyxfvrzaEqs6nU4N3hw6dIhdu3YRGRlJYGBgM2+pEKIlScBGtFkSsDEdL+2MYMsv1+o2saKARlOvtiTKPwx6e3tjMBjUhnodHR0ZNGgQAwcOZODAgXTv3h1ra2vee+89/vOf/3D48GECAwMpLS1l1KhR+Pr6smbNGrXXJYPBwJEjR3jmmWdIS0sjKSmpQumT1NRUtmzZwmeffUZMTAwGgwEnJyecnZ1xdnbG3t6+QlsPBQUF5OfnM2PGDCZMmMCzzz5LSkoKnTt3xsfHh27durFw4ULuu+++JnnIzc7O5vz585w7d46wsDD27NlDUFAQK1euZPLkyfR9+QC5xb++pVcURUrL1EB6KKpZVlYW3bp1Izs7u8q/SxtGYG2uIeqVSfWaJzU1lQ8//JAPPviAnj17smzZMu6//376vvpzvdd/b9I29Ho9ISEhdO/eHRsbG7RaLcHBwVy9ehWDwaA2oOvi4kJYWBj/+te/6N+/P127dpUu1k1AQ4N1xiT5qNrl5uaydOlSjh49yjvvvIOPjw9ZWVlkZmbWOr527Rp/+tOf+Mtf/tLSmyGEaGYSsBFtmgRtmoeiKGRlZaHX63F3d6/097oeB0VRUBSFH54IrNTGSkPTlZCQQFhYGGfOnCEsLIyEhAQ1E6TT6Rg+fDihoaEAatfdX3/9Nba2trRr1464uDgsLCxwc3Oja9euuLq6YmZmhoWFBQMHDuTBBx+kd+/e6jqLiorIyckhOzub7Oxs8vPzsba2rtDWQ/v27TE3NycoKIiEhAQMBgNWVlbY2dlhMBjIyMhgyJAhrFq1ioceeqjRbfAAnDp1iscee4ykpCSCgoLo168fN7xGE15gWg1lNoe21FuQqSssLMSchfJkAAAgAElEQVTV1RWttv7tq1Tnbgry1BYQLCkp4auvvmLDhg2cPn0a99//t37BVUXBYV8IJ0+erNDldH5+Pv7+/ty4cYMdO3bw0EMPqX/bsWMHISEhREdHq98ZDIY2V4pq59kk3vwumuRsLZ2cbVg5oUezNUjdbdVeTD/X3Xh3W75rxowZ7NixAwcHB1xcXNQ296obW1hYkJ6ejpOTE0OHDsXb21v9nbXk+SmEaF4SsGnjqntQvltukhKwMY6oqCh27tzJ3r17yc3NxdzcHDMzM8zMzMjKyiIpKQkLCwvy8vLQ6XQV2jaoT7BGoyh89IAN48aNa6pNqbC+goICFEXBwcGh0t8uXLigNgDo4eFR47L0en2DgioLFizA1taW9evXExMTQ2RkJJGRkVy6dInIyEi1l5XPP/+83ssuLCwkLCyMBXuzMChmbbaxXynhYtoMBgM9e/akV69evPbaa81alL+h1TBNnYUGLr9W+X6VnZ1N/9eO1T1goyigUQhdNhAvr4oPeqdPn2bIkCEA2NjY4Ofnp5aUOn/+PHZ2dvTr1w9/f3+cnJxYs2aNUQLLpqKqNoFsLM15bUafRj0UB67eR5He9PPTpqat5M+Ki4sxMzOrsnvwCxcucPr0aSIiIrhw4QIRERHk5+cTFBSEwWDgwoULdOjQgQEDBuDUZyyhpV0p0hnU+Y1xfgohTJMEbNqwujwot5Wb4J0a0gtRW90XDaEoCqdPn2bHjh3s2LGD3NxcHnroIaZOnUqHDh0wGAzo9XoMBgPOzs54eXlx48YNxo0bR3x8vLqc+hyH5mi0s76OHTvGkiVLMBgMWFhYqN3iWlpa0qVLF4YOHcojjzxSofHPmpw/f54TJ04QHx9PQkICkZGRnDt3jsTExEoPTHCrgU+dTldrLxTBrxzkZl5Jhe/KX7Nb05tvKf3SdqSkpHDx4kUyMjJYt24dYWFhLFq0iPXr1zeqa1xjurMKYGv2tyndeWl3FIrGvObfvKKUtQpep/tebm4ucXFxXL16FUdHR/r166d2B95WVdfrlpezDaGr7q92vob2gCgap7ogpqnT6/Xs2rWLdevWce3aNe6991769OlDUFAQffr0oUuXLmg0Gnbs2MGMGTPU+bye/AQLp8ovkmo7P4UQrZMEbNqwu7Vra2N2GX230Wq1bN68mbfffhu9Xs+MGTOYPn06gwcPrvT2VKfTkZubS15eHocPH+att95i6NChfPTRRyiKQreQfXVeb1l7NdeuXeOTTz7hm2++wcHBAW9vb4YPH87y5cuNup2FhYWcPn2aM2fOoNFo1OpKaWlpDB06lKFDh5KXl4e3tzeDBg3i//7v/wgMDESn01FUVER2djaXLl1i3759XLx4kS5dugAVgyQuLi7MnTuXuXPnqg0HT5o0Ca1Wy9ixY/Hx8aFr165069aNzp071yndVQVmWouW7BJZNI+EhAQ2bNjA2bNnOXPmDDqdjj59+uDo6Ei7du2wsrLC1taWV155pdZSa6agXm1vtVJy36tadVWSNHBXVFVqa0z1PF+0aBHh4eFq9efqel7Lzc3lq6++wsHBgZycHF654kmVpWUVhUGXN6HRaNTBzMxM/ezk5MTgwYMJDg6mZ8+e0v6UEK2EBGzasLu1lIkEbOovOTmZ999/nw0bNhAcHMyKFSsqNXqbnJzM8ePH1e4sz58/j42NDY6OjvTu3ZunnnqK9PR09u7dyynfBWoGoS68nG348wAdkyZNYubMmaxYsYLS0lISExNZu3Ytf/rTn5g/f36Dtu3ll18mOTkZKysr9Ho9YWFhXLx4kaCgIIYMGYK5uTkFBQUUFBRw7tw5srOzmTx5Mu+99x4HDx7kwIEDHDp0iOTkZNzd3dVeHsoaFu7UqRMTJkxQgzJl23zt2jU2bNjAwYMHSU5OxsnJiXfeeYcVK1ZgbW2NlZWVOtjb2+Pm5oa7uzvu7u7Y2dmx3WwUaKqoYmBSpWWUsv+wUEp4a7gZ999/P46Ov7aLoyiK2hVwUVERpaWlFQa9Xq9+trCwULsVt7GxUT+3phJCd7OzZ8/ywgsvcPToUXx9fVm0aBGTJ08mMDCwzR3DtlLd6m6+79Wkx0v7KS411D6haNUaW7JXr9ej1WrRarU4OTnRrl079W/Z2dkcP36cY8eO8fPPP3Pp0iU0Gk2FKuWWlpZERERUqpZdm+pKgDlbGvhT/xIMBoPaJqCiKOq/MzMzOXXqFL/88gs3b95kyJAhBAcHM2rUKB544IE2Va2xMRRFITs7Wy1dbWlpiYWFBRYWFrKPRIswiYCNRqPpAfy33Fe+wJ8BZ+AJIO329y8qilLta3sJ2FR0twYu7tZAVWOUPUz5+Pgwbdo03N3duXnzptqN67Vr18jPz2f48OGMGDGCESNGMGTIELVaw5kzZ5g7dy7+/v7MmjWLlyPrV1xeA0StHcfatWv5+OOPefvtt3n44YfRaDScO3eOcePGsXLlSjIzM4mIiKC0tBQ7Ozs8PT156623sLa2rnbZXbp0YfHixTg5OaEoCgMGDGDw4MHVVsnIyclh0KBBbNu2jcGDf702ZmRkkJGRQU5OjjpkZ2dz5MgR9uzZw9y5c3n11VdxdnZW59m6dSsLFixg9uzZDBo0iFGjRtG3b19KSkooLi5WhzH/vnh7jjuvs6b5kHtntaXIyEj27t3L999/z4kTJ3BwcFADNGV19suCVOUzPubm5hU+lwV2yjLAWq2W0tJSevfurZZ8Gjp0KD169JBMkwnLz8/nxx9/ZN++fezZs4eFCxfy17/+taWT1axModeeurrb739tsxpTXe8lSlWjX6dug+2e1UVZqV9FUSguLiYjI4PnnnuOkydPVro/lb1c0Ol0jBo1is6dO3P8+HGuXr3KkCFDGDlyJPfeey99+/bFzMysQpVyFxcX7Ozs6p0+Y7SxlJ6ezqlTpzh58iR79+4lPz+f1atX8+ijj9Y7PW3BoUOH2LhxI5cvX+by5csAWFhYoNPp1JdKOp0OjUaDpaUlnTt3JiAgAH9//wrjLl26SMklYXQmEbCpsCKNxhxIAoKBhUC+oij/qMu8ErCpSAI2tWvt22oser1ebVMlMjKSjIwMOnbsiKenJx07dsTLy4tu3bpVekg2GAy89dZbvPnmm/zzn//k4YcfbtB5Z16cwwKXyzg6OnLp0iU++ugjpk+fzsaNG2nfvj1nzpxh3bp19OjRg759+2JlZUVhYSFvvPEGzz//PLNmzap22YMGDSIgIAAbGxvy8/PJz8/ngQce4A9/+EOV0+t0OgIDA9m2bZva6KZWq+XChQuEh4cTHh5OfHw806ZNY+7cuTg4OJCSksLChQt58MEHeeaZZyrs1wsXLqg9VO3fvx/95LVg41xxpSacKa7vG0itVktmZqZaOsbKyqpRmZeSkhLOnTvHL7/8og4ZGRncc889DB06lCeffJJOnTo1ePmiaYWFhTFv3jyioqJaOikmw5SDOW39ntjqgzOKcqsB+bJ/13DviHttEtevXycqKqrSkJWVhZ+fH927d1fHZYO3t3et12xTPoeNoapnHo2i58cn+6gBGhsbG9q1a6e+8EpPT+eHH34gOTmZ4cOHM2DAgAolbozNmL1EKYrCxo0bCQkJIS0t7a57IRIVFcW9997Lq6++Sr9+/ejevTvt27evclq9Xk9JSQmJiYnExMQQGxtbYZyWlka3bt3o2rUrY8aM4YUXXgDg+vXrt3ryc3dXS1Q7OzvfdftaNIwpBmweAF5WFGWERqNZgwRsGsUYmZPWloG7mxtbbk6KojB16lT279/PX/7yF8aMGUOHDh0Yu7G2B7MK2U2sLc2Y1bUUw9VfyM/PV6snFRQUEBISwrBhVTdAe/ToUebOncv7779focvZOx04cIDo6Gjs7e2xt7fn9OnTxMbG8s0331R5o/zHP/6hVoXSaDQcPHiQRx55BC8vL/r370///v3p2LEjX375JUeOHOGvf/0rS5cuZfv27bz55pucOHGiwnJbU/es1uYaol6Z1NLJqFVqaionT57kr3/9K48++ijLli1r6SSJO5w8eZLvv/+eGzdu8P7775OUlCSBtTowpV6EWnsD4K07OHO7rmkVVQk9naw4EVK5J8WioiIOHz7M7t27OXXqFNHR0Tg6OhIYGFhp6Ny5c7M/KLbFNqFa+2+ksLCQn3/+mUOHDrFjxw4ef/xxXnzxxZZOVrMbNGgQHTt2ZOPGjY2+TxUWFnLhwgWCg4Pp168f4eHhFBcX07dvX27evImPjw+FhYWkpaVRUFCAu7s7Xl5edOrUCS8vL/Wzs7Mz06dPN9IWitbOFAM2nwBnFEV593bA5v+AXOA08JyiKFl3TL8YWAzQpUuXQQkJCc2SztZEgjYVtbZtMVWKovDVV19x9uxZ4uLiiIuL4+bol25lMKtpr0KtT52fjoWDO7aaYl6dM5Sp/TyJi4vjwoULXLhwgbi4OLU0TEFBgfq5/L9dXFzYvHkzDzzwQL3S/fPPPzN79mxyc3Px9/fH0dFRrd6UnZ2NmZkZp06dwt/fn/PnzzNw4EDGjBnD0qVLGTRoEO3bt8fOzg6NRsN3333HxIkTyc7OxsHBgYEzlpDdY1rLl5gpu15XcRzaUjfYGzZsICQkhG7dujF16lRmzZpFz549WzpZd62KD2RK+c6IMNUSZMamAeKMfI8xhdIMptiLX3mtOzjzKw0wveQHdu7ciWH2P6nqd1P+HEtPT2ffvn3s3r2bQ4cO0bdvX6ZOncq9995LYGAgTk5OzZp+Y2mtx9OUX3ro9XouXbrEqVOn1CE6OppBgwYxbtw4xo8fz9ChQ+/KEh8//PADn3/+Od9++y29evXit7/9LTNnzsTFxYUrV66o1aQSExNRFEVtyLmsLaI7h8OHD9O9e3c2bdqEhYUFRUVFhISEcPz4cSIiIvD39yc4OJjevXuj0+nU/G1GRgZbtmyhtLQUuFWKva21/yYaxqQCNhqNph2QDPRWFOWmRqPpAKRz6z3DXwFPRVEer25+KWFTs8bcAFtbkEMCNlUrLS0lJSWlykBI+cHa2hp/f3/8/f3x8/PDysqqTsuvab8rioJGURiXuYugoCBKSkqIjIzkwoULREZG4ubmRlBQEEFBQfj6+uLo6IidnZ1aMqb8Z3t7+0YXNc7LyyMmJoa8vDxcXFxwdnbG2dkZBwcHNcOi1+s5ePAgJ0+e5OTJk2qjxEVFRWrQxuWpLUALZXDKnojvaH/A3pDHt08F4+vr2zLpakalpaWEhoaye/duNm/ezPr165k3b15LJ6tNaYtvxk1BYx/uWqr0nikEb1rLA311+6q6RmPbW4HXmX8TGhpKzxe+Iim7qNI0HvYWzLG5wO7duwkPD2fs2LFMmzaNSZMm4e7u3hSbYXJay/FvigBufVy5coXPPvuMo0ePcubMGby8vLjnnnvUoV+/fnXO390NSkpKOHToENu3b2fXrl0UFhaqVQb9/f3p0qULZmZmakPO1Q1ubm4sWrSoyuBXcXEx586d49SpU5w/f56cnBxyc3PJyckhPz+f4OBgHn74YUaPHl1tr2Hi7mNqAZtpwFJFUSq9MtdoNF2BPYqiBFU3vwRs6s6UuvxuiipMErCp2oYNG1iyZAkODg4EBARUGQixt7ensLCQ2NhYYmNjSUhIwMbGBktLS9q1a1dp3Lt3b6ZMmcKECRPo/3po9StXFO5L/VptZNbW1paePXsSFBREr169KvQsZKp+7a5cqdimY7O8AalYlQwU7DSlzLW7gLe3txpgc3Nzu2vfyFy8eJFJkybx5JNPsmrVqrt2P9RXa+4uvq2rT3CkJQJrzXU/NeUH9IaUWqyq0ViltBjH6D0smTCQOXPmEHq9pNI05oqewqMfMbWfJ1OnTmXs2LE1Nrp/N6pwPauhtGlLaM4AzooVK3j77bcxMzNjzJgxPPzww4wYMQJ/f38sLS2BW9V3UlJS8PPza5Y0tSZ6vV4tRSNESzO1gM024DtFUTbd/renoigptz+vAIIVRXm4uvklYNNwtWWGjJUpa65SPhKwqZqiKGzevJkXXniB+fPn8+abb9b6UFtaWkpeXh46nY6SkhJKSkrUz0VFRYSFhbFnzx5+/vlnXJ78osaMkbH2fUxMDKmpqRQXF6ulXYYNG1anN0U3b97kk08+Yffu3bi4uNCnTx+CgoKwsLAgMzNTHbRaLX/605/4v//GEptacGvmsgYfmzrzpyiV9uPbc/oztZ8n8fHxXLp0icjISG7cuMHTTz+tZrY2btxIWFgYpaWllYJwZUG64ODgNp0BSUpKYtKkSQwfPpx//etf8obqNlNqG0UYR10e/pqrFE5TPIiaWpDG2HmHt3cc459H4tFbO2FRnMuz4/1ZOvmeCtOUNSyblK2Fgkz8iyLZ+tqzuLnVryfG1qq0tJSvvvqKuLg4rl27xrVr10hMTCQ3NxdLS0t1KOt62dzcnPz8fLKzs9USC/b29owePZrdu3eb3DnVlKXV4uPjOXv2LNevXycxMZHY2FguXrxIYmIi3bt3x8zMjNjYWCwtLfnggw+YPn06YWFhpKSkkJycTEpKChkZGdja2uLg4KAOjo6OFf7do0ePOr9wy83N5dVXX8XR0RF3d3fc3d3x8PDA3d0de3v7Cl2R29raVtvwb0tITExk48aNhIeHk5GRQXp6OgaDgVGjRjF+/HjGjRtX5e/SmI1Di7uXyQRsNBqNLZAI+CqKknP7u81Af269Wo4HlpQFcKoiAZuGa46Geht7ozRGKZu7OVhTJjU1ldmzZ2Nubs73339vlO4Hs7KyGPDGMVCqb7+mMRl6RVFITEwkPz+ftWvX8uWXX+Lr60vXrl2xsrIiIyODU6dOsX79+mp7fyouLubxxx9n3759zJw5k1mzZlFUVERERAQXLlwAwNXVlfbt27NZNwSU20GN5gjOlNGAwaDgePEbftz0Bm5ubnzwwQeEhoYSGRlJdHQ0bm5u9OrVi549e2Jtbc3GjRtZunQpK1aswNXVlbVr19KxY0fy8/PJy8tTq7nl5eVx9uxZ0tPTmTZtGjNmzGDMmDFN2otFS8nNzeW3v/0t7dq1Y9u2bdjb27d0kpqNqT2QiJZRVWOozXVulHWJXF+mcu42V5WvS5cuMWXKFOLi4hg5ciQ//fRTpZcBOTk5hISEsHv3bt5//32mTp3a5OkyJZcvX6Zfv34sW7aMLl26qIOjo6Pa3bJOp1MHvV6Pvb09zs7OODk54eDgUKc8jimce81V+qawsJCoqChKS0vp168f0dHRjB07FltbWzw8POjSpQudOnXC09MTV1dXtFoteXl56pCbm6t+zsjIoF27dvzvf/+r04usY8eO8eijj/Lwww+TmppKWlqaOuTn56PRaNQhPz+fnj17qu3JdOvWrcn3TVVKSkrw9fUlKSkJNzc3pk+fTrdu3ejWrRvW1tYcPnyY7777jujoaGbOnMn27dvVeY3R/boQYEIBG2OQgE3jNHUpm+YO2IjKwsPDmTJlCgsWLGDt2rUNLn2gKArh4eHs27ePvXv3cv78edyWbqsxuBG9dhzx8fFcuXKF+Ph4+vfvz7Bhwyrc5LOysvjmm28YNGgQ/fr1Q6PRsHr1av75z3/i4OCAvb09CQkJODs7U1BQwMyZM3nuuefYu3cvf/7zn/nmm2/4zW9+U2G9hYWFaLVa7O3tefrpp9m/fz9///vfmTdvXoV1/3p+3m4stYkCNYqi3G6D9dbyy7djER4ezoABA4iPj6dDhw489thjJCcns3jxYnr27ElgYCAODg4VlpeYmMhzzz3H6dOnCQwM5OTJkyxatIhnn32WDh06kJ+fT0JCApmZmVhaWhIfH68et8zMTGJjY+nevXuTbGtL0ul0LFmyhHPnzrF9+/YWy+w1FSkxI0xdB4d2nFw9vsq/9X35ALnF+ir/1pxaIl8RFRXFv/71L7Zu3cqDDz7I8uXLCQ4OrjCNoihs27aN559/nsmTJ/P3v/8dZ2fnZk9rmWvXrrF//36OHTuGjY0Nnp6e6kN92bhDhw5V5ilu3LhBVlYWAQEB9X5BlJubi5eXF3l5ecbalDpr6SBOc56bP/74I+bm5owePbpe8xkMBoYNG0ZSUhL29vYVujyvakhKSqK4uJjdu3fXumydTsfhw4fZvn07O3fuxNvbm08++YR+/fo1dDMbxGAwsGzZMtLS0tBqtRQXF1NYWKi+EAMwMzOjoKAAb29vTp48qc5bXVtVXs42hK66v9m2QbR+ErARqqYuZXM3BGxMvQtnQ2Yib413ZdasWfWet7S0lF27drF37172798P3Cq1oigKo0aN4lzPJ6iuJxhFUbjx9ky8vb3x8/PD29ubY8eOUVpayvz58xk/fjxffvklmzdvZtSoUYSHh2Nvb8+aNWuwsbHh6aefJiIiAkdHR4qLi4mOjmbr1q18/PHHFBYW4u/vz7fffkvnzp0rrXvGjBns3bsXvV6PtbU1RUVF6PV6Hn30UX7uNKdZj5eiKAzysuWb5VXfqEtLS3nxxRf58ssv8fT0pGvXrmzatKlObRQcPHiQpUuX8tBDD1FYWMhnn32GpaUlWq2Wzp07YzAYyMvLw9zcHEVRMDc3Jzk5mW+++abNdh2pKArr1q3jtdde489//jPLly9v6SQ1SPeQvZSa8oVFiFbAFPIQx48fZ8qUKSxbtowlS5ZU2YVwTEwMTz/9NGlpafz73/9m2LCKJaWau4pFdHQ0I0aM4MEHH2T06NFq5wVl1WbKxpmZmWzfvr3CSxODwYCdnR0ODg7cf//9fPHFF/UK2iiKgp2dHcnJyS0asCrTUkGcmoKfLa2oqIibN2+qL8fuHO78ftiwYdx/f/2CFaWlpXz88cesW7eOM2fOYGdn10RbU1FWVha7d+9m+/btHD16lPbt25OVlUVBQQEuLi60b99eLZldNi7/eVW4Q5XLbenGqEXrIwEboTL1gI0whjsbrq1a+eOsKAr79+/n+eefV6vjbN++nWnTprFq1Sq6d++ORqOp9fhe/tuECm/fFEUhLCyMzZs38/333zNt2jSWLVuGl5cXBoOBI0eOMHfuXLZt28bWrVspLS3lk08+qbg1isJ///tfXnzxRSIiIqq8ib/00kv885//JDg4mHHjxvGtrg/X85vvehb/+mRiY2MZMWIEO3bsYMSIEbXOs337dmJjY/njH/9Yr/ZmQkJCSE9PZ/r06Vy6dEmtrx4WFsbEiRNZvHgx+fn5HD9+nOPHjxMWFoafnx/Dhw9n6tSpjBs3Tm2MsK24du0aDz74IOPGjeOdd95p6eTUylRKHtSkfH6gwtXkjlJpptzFrTGZeqD+bmUKAZoyiqIQHx/Ppk2bOHHiBAcPHqxyuri4OAYMGKAGmO8ssdLcVSyKi4sZNmwYTzzxBE899VSN027ZsoUvvvhCfaFTZuLEiTzyyCN8+umnjBw5kr/85S8YDAYiIyM5duwY586do6ioiOLiYkpKSiguLqa4uJiuXbsydepUtm7dyvXr19m9e7fJdU4wft2RX9u4a0amdG43l/T0dAYMGMCqVatYunRpk69Pr9fj5uZG3759WbJkCVOmTFHPP51OR1ZWFpmZmWRkZFQYl/8c1ukhSq0qn7Oawkw6hf27UrDHy8uLRx55pE1WVReNIwEboWpowEaK5rdxai8Lt0YGvZ6tD7lVCjw0RZW6Q4cOMW/ePNasWcOyZctISUmpstvS+fPn4+Hhwbp166pcTn5+PkF/OwyKpskbDa5qOw8fPszKlStp6uvT4sWLOXToEAEBAfj7+xMQEEBAQAADBgzAw8Oj0vQlJSWcO3eOn376ia+//prY2FhmzpzJwoULKxXRb41OnDjBzJkzef7551mxYoVJ9hrV+gLZChj0eBx5hbCwMPr06cOIESPw8fHhhRdeaOnEmbR5G08QeiWzpZPRZpnyQ2z37t0pLCwkODiYuXPnMnv27Cqny8jIoFu3bmRkZFQZPG/OKhaJiYmsXLmS4uJivvnmmxqvn9evX2fKlCmMHz+eN998U33psmnTJr799lv+8Y9/cPr0aSIiInB1dSU0NBQXFxdGjhzJwIEDsbe3x8rKinbt2qnjS5cusXPnTs6ePUt+fj6DBw/mwIEDuLq6GnU7jaklfuOmfN4bi16vx9fXlz59+vD111/X2MHE4cOHsbGxYciQIY1uo3H9+vVs2bKF0NDQBvXGVlWA1dpCw7KhrvR1KqkU4Dl16hQZGRls2bKF3r17Nyrtom2RgI2JUhSF1atXc+XKFQDat2/PwIEDGThwIEFBQXXqDachWt/Dg2h2VfRgVJvGZCg++OADVq9ezbZt23jggQeqnCY9PZ1evXpx7NgxAgICKvzN+Oe0UmGkux7BKMN5/vCHP1Qb5NDpdHTs2JHz58/j5WW6Dc3Fx8ezbds2Xn31VX766ScyMzOJj48nISGBxMRExo8fz8MPP2ySgY87FRUV4e7ujp+fHyEhIRQUFHD58mUKCgqYM2dOpfaTmktruMY6Wplzfu1E9d/nz58nICCgUoY1MTGR9evX8+mnnzJ16lT+8Y9/3DW91zQVeQFSd63pQXXIkCHMnDmTcePG4e/vj5OTU7XT9u3bl0WLFrFkyZJKeb3qSnMZs4pFfHw8r7/+Ol9++SWLFi1i9erVNaY3PDyc3/zmNyxfvpxly5bx2muv8dlnn+Hs7MzChQt55JFHsLKyomvXrjz55JNs27aNY8eOVVkdrCrp6ens2bOH3bt3s2DBAqZNm2aU7WwOzV0Cp6ENfrcGX3/9NcuXL2fKlCm8/vrruLi4VJrmiy++4IUXXsDNzY3r168zbtw4Jk6cSKdOnYiOjiYyMpKoqChiY2Nxd3dX2wYsG1+6dIlPP/2UGzduqL1X7dy5kwULFvDee+81KN31qcKoKAofffQRISEh/OY3v2Hy5MmMHz++xt+fqKiwsJD9+/djMBga1PyDqZKAjYnSalXDSdQAACAASURBVLXY2tqybds24FZXxCdOnFD//dlnn/HYY481ah1SjFsYk6Io1T4ANzZjrdPpaq2q89JLL5GZmcn777/PSzsj2PLLtUatswK1lNGt7Su/PTk5OXzyySe88847jB49mg8//LDKNzELFizgzJkz6ttBc3Nz3nvvPQIDA42XTiN57LHH+Pnnn/Hx8VGHjh07smHDBlxdXU023Xe6evUqe/bs4YcffsDZ2Vmtvrd582bMzMxYsGAB8+fPr7LtI2Mx1QBNfXrCueeee0hMTOSZZ57hySefrNSWRGZmJr///e/x8PDg7bffboLUCsD417VWZv7QLvztoT4tnYwGOXjwIB999BExMTHExsZib29Pjx49eOedd+jfv3+FaY8fP87LL7/MhQsXWLJkCUuWLMHT0xNo2hI2165dY+3atezcuZMnn3ySFStW1CkAu379etasWcOaNWuYM2cOI0eOxMPDg127dtGhQwfgVmnHMWPG4OPjQ2xsLNu2bWPOnDmNSm9r1Jz3g9YU0KyrnJwcXnzxRXbs2MHChQu5//77GT58ODY2Nuzfv5+FCxfyww8/0Lt3b5KSkvj+++/Zv38/GRkZBAYGqsGZ7t27k5aWRlRUFJGRkerg7e3NwoUL6dGjB2lpaaSmppKamoqHh0ejn7nq4/r16+zYsYN9+/YRGhrK4MGDmTRpEpMnTyYwMLDKvLaiKBQXF6s9g5YN1tbWahfqbbmqVWhoKG+//Tbff/89Pj4+2Nvbc/z48ZZOltFIwMZEFRUVYWdnx6hRo8jPzyczM5P09HT8/PwYPHgwa9euVW/g1Ql+5SA380qaKcVC1F1TZCRSUlIIfmEzZp163frCmKUnSouI/8fMGicpKChgwYIFJCcns2PHDjWjWiYvL49NmzYREhKCh4cHy5YtY+nSpU1WWq4plJaW8t577/GXv/wFHx8fevXqVWHw9fVtcM9jTe3GjRusXLmS/Px8dDodUVFRXLlyBY1Gw9ixY1mwYAHTp09vdGOGplbtxRhvXD/88EPWrFnDuHHj2LdvH4sXL+a5555TH+YMBgPh4eGMHj2auLg4KWXTAtpqw9Rt8aFTURRSUlLYunUrn376KfPmzcPOzg5bW9sKQ0JCAh9//DG//PILDg4OJCcncyg2p05t2DSoLaw7Xkw0YMN+nVdRblc/hsrt5tWtLb2qtKXzoTnz6G1pvwGcPXuWr7/+mh9//JHz588zZMgQLl68yO7duxk6dGhLJ8+oCgoK+PHHH9XePS0sLOjSpUulwEx+fj4WFhbY29urg52dHUVFRWrX6XZ2dri7u9OjRw9WrlxZ717BTNmaNWtYt24d999/P1FRUdjY2HD27NmWTpbRSMDGhB09ehS9Xq/+8Hx8fKp8mDDVN7iiBTQ2w9UcqkijhQYuv9bwDEVTFDsuqxby7bff8uGHH7Jnz55a5zEYDKxdu5ZPP/2UXbt2VXpzGhERwe9//3uuXLnCnDlz8Pb2pmPHjurg4+ODjY2NUbejKeTn5xMZGcmlS5cqDMnJyQwaNIgVK1bw0EMPNbr+uLEYDAYmTJhA9+7deeCBBzA3NycjI4OrV68SFxdHXFwcV69exc/Pj2PHjtV7+aZQWrEpehE5f/48b731Frt27WLJkiW88cYbJCQkqNUlevToQVJSEikpKbi4uNC5c2c+++wzgoKCjJoO0XCtPX/Q1h40y1MUhXfffZfr169TWFhYYTjXY5F6jyy7trSGqqimytRLZ+08m8Qf/hve5Ou5s7prW5CXl8dPP/2Ep6cnAwcObOnkNClFUbh48SLp6ekVAjNlwZmaSqIrikJ2djZpaWkcO3aMV199lYCAAPbs2VOvzi1MVUFBAZs3b8bS0hJ7e3vGjBlT6cVpayYBm1aktWe8mpeaxan4nVJ5ijunqvDFnad9lW+Lqmes+sQpKSmEhoYSFRVFdHQ00dHRxMfHM2/ePNauXUtSUhKLFi1i+PDhuLm58fnnn9O+fXtujFyF7s5taA1BHeqWUTd2FQFzDHgdf5Pg4GDGjx/PyJEj2b59+/+zd97xNd3/H3/e7EhICFGExq7YVNGQqlmSmP1SLa1SRflRe9WI2tSq0dBSSlWNWrGLKmqrGTEjEkQqW3bu+f1Broyb5N7kjnNvPs/HNw/9Jud+zuee85mvz3uwaNEiVqxYQfPmzfOd2JKTk+nevTuXLl3i8ePHahfZV69eZe/evTx9+pTw8HCePn3KkydPCAkJoXTp0lStWpWqVatSrVo13N3dKVWqFM7OzqofJycn7Ozscl3AS5JEQkICe/fu5bvvvsPT05Nhw4ZRtWpVnTyn3EhMTGT//v3Mnz+fqKgo/vjjDzw8PPR6T00ICgri/fffJyQkJE8LIEmSuH//Pm5ubvlaPhlzPNbGnamgxMTEUK1aNeLi4khLSyM9PR1LS0usrKywsrLixYuXAqmlpSXVqlXj008/ZdKkSXqtk0A3mOpaIniut9q6m4KoY6gNuUB/eFYtxaaBzfO/UAcY4hDAFPqNQH+Eh4dTo0YNoqOjDSYG3759m2nTplG8eHFcXV1xdXWlbNmyWf67VKlSqnV2WlqaKmtcamoqpUuXls1BoKERgo0MMfmJvQCCgD5Oh/MjY1MbHx9PXFwc8fHxREVFERQUxO3bt3F2dsbd3Z0333wTW1tb/v33Xy5evMjFixe5efMmLi4uODk5oVQq6dmzJ5UrV1b9uLm5aTyovHjxgpMnT/Lw4UOVn2mZMmWIiYkhICCAgIAA7t27h5eXF7Vq1aJmzZrUrFkTV1dX5syZw+bNmylVqhT/+9//mDdvHjY2NqSnp7Nx40amTZtGnTp1GD9+PPv378ff3x9fX1/27t1LREQE0dHR/HTkCssvxKsXsGQk6mRfXOhy0zGvYTzLly8nKSmJSZMmcfXqVY4cOcKVK1do1qwZbm5unD17lvj4ePr168eYMWMoXrx4jnLu3btH27ZtVdk12rZti5ubG1WqVNEoXXZ6ejqhoaHcu3ePsWPHEhgYiI2NDQqFAgsLCyRJIi0tjcTERBQKBU5OTpQqVQonJydsbW2JiopSZRuwtLSkfv36jB8/njNnzvDjjz8CULJkSRo2bMicOXP0JuBIksT69euZNGkShw8fNnq2g+fPn1OlShX+/fdfKleunOVvqamp/PPPP+zZs4edO3dy9+5djh07RqtWrXKUY4yNrlxSY0uSRHp6OgkJCRw6dIjNmzcTEBBA7dq1+fDDD+nTpw8VK1Y0djUF+WCqYk1+GHvzaa7PVVA4dNEu9e1ma0ghSiAfTp8+TZcuXZg5cyaenp54eHgQGxurOhQOCwtTHdakpaWRlpaGg4MDFSpUoHz58qp/HR0diYmJyfLj5OTE229n1RZCQ0Np1qwZgwcPpkyZMjx79ozw8PAs/z579ozY2FhsbGxITk5GkiTs7OywtbXFysqK+Ph4atasSe3atfHw8FD9W6VKFbMXcoRgIzPMQqxJjOb+ko/NwsQuN9LT0wkLC2PXrl2MHj2aSZMmZXGviImJoW3btnTu3BkfH58cqajj4uJYvXq1KmVlo0aNqF69Os+fP1cFOrOzs+ODDz7Ax8eHd999N9cNf0REBKVLl1arkCcnJ+Pv78+SJUto164dkydPVrnhpKSkqFIl9unTh9GjR5OSkkJ8fDzBwcEcPnyYQ4cOceuNtthUrPeyQC0tjGTJKz97O0sF6zu70LZtW5RKJfPmzWPIkCFZBv3o6Gj27NnDlClTaNmyJQMGDODnn3/m0KFDzJw5k379+mVp53FxcWzYsIHQ0FDVz/Hjxxk5ciSLFi1CkiQOHz6ssqDJi/fff58pU6bQunVrkpOTiYmJITw8nMePH/PkyRPu3LnDtm3bePHiBR988AHt27enVq1auLi4ULJkyRyuVWlpaURFRREdHc327dtZuHAhgwYNYtKkSYWO25IbmzZtYsyYMRw+fNiobjKSJDFs2DC2b9+Oo6MjrVu3RpIkAgMDuXbtGlWrVsXX15e2bdvSsWNHwsPDVc/E0BsxOS6e4+LiOHLkCDt37mTPnj289dZb9OjRg+7du+cQwATyxNyzTxlCsClQXBiBIB+0tZjU55xkbOFTYDgSExPZuHEjJ0+e5NSpU4SFhWFlZUWNGjWoWbMmFStWxNraWmVVa2lpSXx8PI8fPyYsLEz1k5CQgJOTU5afBw8eUKVKFWbMmIGnpyfwUrBp3bo1HTp04Lvvvss1AHJKSgopKSnY2dnlsIiOi4vj1q1b3Lx5kxs3bnDz5k2u1xqIZGGZaXuSc49iDu1aCDYyI7cMALJHklBKEh9bnGLw4MG4u7sbu0YG4cqVK7Rt25aIiIgsv3/+/Dn79u1j165dKguDGjVq4OrqSlpaGhs2bKB9+/Z89tlntGjRQm8b5twIDQ3Fzs4OFxeXfE0h4+PjOXPmjCodYsYPH0zGunSllxfJyBJHHZkzWGV2U0tOTmbbtm1s27aNo0eP0rx5c2xtbbl//z7FihWjefPmNG/enIoVK+Lp6UnPnj3ZsmUL58+f54svvqBt27Z89913ed5727ZtbN68menTpzN8+HDVSULv3r2ZMmUKrq6uaj/XpEkTVqxYwTvvvJPn97p8+TL+/v6cPn2aa9euafQ8EhMT6d+/P7/99hsrVqzgq6++0uhzmvD8+XP++usvjh8/zrFjx3j06BFz5sxhyJAhOrtHQcnw/z569CjW1tbUqlWLOnXqULp0aSRJYty4cQQGBhLSeJjBNmZyjK0gSRJBQUHs27ePffv2cfbsWZo3b46vry/du3eXdWr6okhuG7jcXIjMDUmSqHx2Ib6+vvj4+FCzZs1Cl1kUnpvANMhrs6mvdmoOG1yBdsTFxeHo6Fho96idl8OYf+AWj2MS4UUk5SLOs2z0p9SsWZPdu3fzxRdf0K1bNzZv3lyg8gva5k29TQvBRmYYM3ilZ9VSBTS7fBnx//7sjiZvVVOQ4LV5pbPOdmWm/9a9wGHojV9sbCy3bt2i545n5PZ9JEnKU/XWOxmZKiSJB/N88nxPcXFx/Prrr9y9e5fo6GhsbGxQKpWEhoZy7do1PvroIyZOnIiTkxOSJNG8eXPGjRtH9+7d86zC1q1bGTx4MJaWlvj5+TFw4ECioqKYPXs2GzZsYN26dXTu3DnLZ27cuIGXlxdXr17VaHN85MgRevbsSWSkZv03JiaGcePGce3aNW7cuIGdnR21a9emdu3aqhOQYsWKaVRWZq5cuULDhg2RJInGjRszc+ZM2rZtK+vMUX/99ZdKYErwngOW+q2rMdw/8yM+Pp6QkBDu3r3L4cOHCQgIIDU1VZVGtHXr1jg6Ohq7mgI1CGHhJctbSOzdu5e9e/dSrFgxfHx88PX1pUWLFnm6o+aMg6bfeVog0CUZm1B9WefL0eJTIF92Xg7LkcXOSqEk+e+1RP17mGbNmtG6dWu6du2qcXxDXe2LhWAjI8xBsNGnhY0msRDMVbnUdXBac0EX7y3vNiPx3/KPKPXV5ldinuEXw5p+x/T0dOzs7Gjfvj2NGzcmKiqKM2fOcOPGDTw8PJg6dSr169fn0aNHPHr0iClTphAUFJSv3+ytW7dYt24d48aNw8XFJcvfmjdvzoQJE+jSpYvqdxERETRt2hQ/Pz/69u2bb72//fZbVq5cyY8//oi3t+bfde3atVy5coWgoCBKlSpFgwYNsLS05NChQ5w/f542bdrQrVs3unXrptVm/fbt2xw8eJCDBw9y4sQJatWqRYcOHWjXrh116tShZMmSGpelT6ZMmcLy5cvx8vLiSq0vAP2JzcYaH1NSUjh69CjR0dGqGDQZwa0zfh4+fEhSUhKVKlXC3d2dVq1a4e3tTZ06dURWGpkjxJrXZPSxDKvDvXv3smfPHu7evUuHDh3w9fXlsmUNtv37zMg1FQhMj8Jm8hQUDXLbw5Z3suPYqBb5JnMA/cVskvs+NT+EYCMztFHJc7NeKEyj1GwBKIFSIvbHz+jXrx/Dhw83uguUEGT0R17+1Xm1V0mSSIt9hsOfcxk5ciQNGzbE1taWFy9e0G9vDGnqU3DpFFUfeVV819qlGPKOC48fP1bFgklNTcXKygpra2umTp3K2bNnqVWrlqqMxMREpkyZwu3btzlz5gzVq1cnKSmJiRMn8uGHHxa4brdu3aJRo0Y8ffqUEiVKAHD//n169uzJBx98wMyZMzX6fu+//z6Wlpb8/vvvOQSh3JgxYwa7d++mb9++VK9enaCgIPz9/enTpw/ffPMNkZGR7N27l99++43Q0FAOHDhA+fLltf6OycnJnDp1ioMHD3L06FGCgoKwsrJSZcDq27cvnToZPqDuzz//zLfffkv6/5bppXxjBwoODAxk5cqV/Pbbb9SsWZMKFSqoAleXK1eOSpUqqX7efPNNjVwj80MOqc3zwtjvRB/kO1+/itdVFMi87sm54JdUSSKFCCkQ6AZT3wALdE9u6wAF8CCP9iKyouWPEGxkSMYmOD9Xm56N3qBG7GXWrVvH/fv36dOnD59//nmh0ujmtwDM3OBDQkL4/vvvWbt2LYMGDWL69Om5BpHSBeI00dSQ+PqNu6pT/JCQEFJTU3F0dMTBwSHLz6kSrYizcEQl2uhpo6EScCSJ5o9+pVy5ctja2qoi4EuSxOTJk3MEiV64cCFjx45l1apVDB48WCd1SUhIYPDgwZw9e5ZffvmFK1euMGnSJCZOnMjXX3+tsXthamoqI0eO5Pr16xw/fjzf658+fYq7uzv3799XiTAvXrxgyJAhlC5dmkWLFqmulSSJqVOncvLkSY4ePVrozY4kSfz333/cu3ePmzdvMmvWLJo2bcqSJUtyjeWja/766y/6BsRgYaHbjAKGSLWdH5IksXr1aqZMmcJXX33FZ599VqigwEV1zM1vcSkX5Ph+ikrcHIFA8BJT3wgLdEduFjYVnO05NaF1lt8Zep4w9XYqBBuZkpiYSKlSpUhM1Mw9KigoiJ9//pkNGzbQunVrGjdujIODAyVKlMjxU7JkSdWJfnby6kC5Nfbw8HC++OILwsLCGDFiBD4+Phqf9GdHZGEwL7QZII1pJZVfPXfs2MHp06dZsGCBzk9ot27dypAhQ6hYsSIbN27UOgX206dPmTVrFs+ePWPLli35Xq9UKmncuDHVq1fH1taWp0+fcuXKFVq2bMmyZctyxMw5cOAAvr6+BAUFUaVKFa3qlh8JCQlMnz6d9evXM2/ePHx9fXFwcMDW1lYvJ+HVJgaQqsywTCx8+XIQaTKIj49n0KBBXL9+na1bt1KjRo08ry9IvC7Ba+QQ20GOwkj2sbTprMOEx6UYqTYCgcBQyGFMFBgXdTFs7K0tmdO9Ll0bVjDsnJXp4NfUxRoQgo1s0VawyWD16tUsX76cmzdv0q9fP+Li4oiNjc3y8/z5czp27MikSZNo2LBhls9rK9hIkkRISAhJSUls376d8+fPc/ToURo2bMjo0aPx9fVVW5bYLBRd1LkmyGXjYaxBPSEhARsbG1VwXqVSqUprqI64uDj++OMPNm3axLlz5+jSpQsTJ07UODtKUFAQf/75p8ra6d1336VcuXJZrklPT2f69OmsXbuWTZs20apVq0J9x7y4dOkS//d//0dgYCAvXrwgLS2NYsWKsWTJEgYMGFDo8nUpBsrNtSY1NZWjR4/y9ddf4+npSekPhvLbhcfGrpZAAwo73shl3MxMXt9JdSCTsZ4U7kmCIkRGhko59ltdIrc5UmBYdl4OY8HBIB5HJ1Le2d7gmY/LFrdh8fsOjBkzhtOnTxv03vpECDYypaCCzcWLF3n77Zfv88qVK9SrVy/HNfHx8axevZrvvvuO+vXrM3nyZDw9PYH8BZuYmBjOnz/PmTNnVD82NjY4Ojry4MED/vzzT5o0acKBAwf4+uuv6dmzJzusWpEu/+ZTYDTPEiUwBeQQXG/GjBnMmjWL9957j06dOlG2bFlCQ0MJDQ3lwYMHnDhxgpYtW9KnTx98fX0LlNEpLyIjI+nRoweWlpZs2rSJsmXLavV5SZLYv38/wcHBPHnyhPDwcDp16kSXLl006iuJiYlUrlyZgwcPUr9+/YJ+DUC3m1pjCXq5xorKyIIGOWKZCUyfvE6s5brp06SPPHz4kJYrrmKhUAjRRlCkMWeLNFNxLRXoHkPGtFNn6Xz69Gkh2MgZcxNsihUrhr+/P5cuXcLf35/ffvuNXr165fvZ//77j127dtG5c+ccsTgyk5yczPr165k7d67KHaPliqvqL5YkSuyfxP3792nUqBHNmjWjWbNmNG3alAoVKqBUKilWrBhvDFkPNg4vP/LqowoT30jktQC9ePEiHTt25Nkzw2eekOuC3RBkfif6stYy1ub87NmzeHt789dff3H79m327dtHTEwMFStWpGLFiri5udGqVStKly6tl/tLkkT37t154403WL58eb5ZsNRx9OhR+vbti6+vL+XKlaNkyZKsWrWKqlWr8v333+cZVyUiIoKvvvqK+Ph49u/fn+Pv5tbu+zSrxIOIeL1kRRCYH3KPEaPpuPn+vMPcj0zWmXuiQGAu5NaH5Nzv88McXFIEeaOv7E7ZKWFryVW/D/K8Rgg2MsccBRtbW1tmzpzJ2LFjWbFiBV9++SWPHz/m0aNH2NjY8NZbb1G8eHGNykxJSeHZs2dER0cTHR1NVFQUp0+f5scff8TT05NVq1bRfOmlXD6tOsfNMvAW9Qnk4sWLdOrUifDwcB3USL+YQyYtTU5sdNkmM0yYDcWuXbv44osvePfdd3n06BEeHh7Mnz+/QBmaCkpwcDBVq1bl2rVrBQ5gvnjxYnbv3s2uXbtU8bJSUlKoMfUgkqTIQ8SVXrodg9jECQQmx+t1AuScY015vSAQGIv81qqm0q+EaGOeGKL9adt2hGAjc8xRsClevDhLlizB3d2dL7/8kpCQEMqUKUPFihVJSUkhKCiI0qVLs3XrVt555508y2zXrh1XrlyhTJkylCxZEmdnZ2rWrMlXX31F1apVAdMZ+DXBEJODKQk2mmJKbaBPs0rM7Fo317/r6rsYoi35+/vj5+fHpk2b6Nq1K7t372bBggWEhYWhUCjw8vJi+PDhBQ78GxkZybBhw4iMjESpVJKeno5SqSQtLY24uDiVkBsXF4ejoyNjxoxhypQpWt/nrcn7SEqXXrvrmLiFnUAgKDglbC1FIgGBQMdosiaR21pOCDbmg74PgAsbB6koCzZWhqiM4DUWFhZYW1vz1Vdf0bdvX6ytrbl16xaSJGFtba26TqlU4u/vT//+/Rk0aBDNmzenXr16atNrR0VFsW/fPlWMG1NHRKTXD3lNqrnG0jASG8+EZJk0slvE6MoazH1CgF4XG+fPn2fq1Kn8888/HDlyhHbt2vHee+9Rr149Vq9eTdOmTdm3bx9NmzalYsWKdO3alc6dO1O/fn2NY8L4+vrSoEEDPv30UywsLLC0tFT9W7x4cZydnXF2dqZEiRIauUHl+zwVCiHTCARFHCHWyBs5ZLqrNjGANPmfCcuK3ObfzGsgYeEm0DX6jE2ji7FIqVTyzz//8N1336ndBxcFhIWNEYiMjKRUqVL5Xpeens6mTZs4efIkZ86c4f79+3To0IGxY8fSrFkzANLS0vDw8GDbtm1qAxFnILcBXe5Byy5cuIC3t7dZWdhoitzaijrUiSyF8bPVtWjz4sUL5s2bx4oVK1izZg3du3enZ8+edO7cmT59+uS4Pi0tjVOnTrFz50727NlDfHw8bdu25dNPP6V9+/a53mfQoEEcPXqUs2fPZhlTJEkiOTlZlUFu5MiR/P3330ycOJFVUXV0+l0FAoFAoB2ZrUizz13i0Ool5hSoV1/IKS6OsLQxPfTVTgozhoWEhNCrVy+KFSuGk5MTxYoV48SJE5QoUYJevXrRp0+fPOMlmhrCJcoMiYmJYcOGDSxatIgXL15gb29PUlISderUYc+ePTkyyqhSbRoZUxzEhWCTOxnvUy7CTnb3qYIu8graTkNDQ7l58ybx8fHEx8cTERHB0qVL8fT0ZP78+VSsWBFJkqhTpw6bNm2iQYMGassJDw/n/PnzeHt7ExwcTEBAANOmTePgwYNERkbi5eWVIx345cuXWbhwIQEBAbi7uxMXF0dsbCz2n69VWeiorGEUgPQqGoWIIyMQFF1Ubo1iHDAUcrB4MWeENc9r1K1ljLleM8U9gLmjj/ZQtrgNZye3K3Q5SqWSlStXMmXKFFxcXBg7diyenp7UqWOeh41CsDFj0tPTiYiIICkpCUmSVErjs2fPeGfRWcDCoPXRR/rrwvo5FpaiKthoKtbINdBx5nZTkAlJmwknIiKCmTNnsnHjRho1akTx4sVxdHTE0dGR3r1707JlSwCuX7/OqFGjCAwM5MCBA9SqVQsLi9d9NC4ujoULF7J8+XJcXFxo2LAhc+fO5c0338TLy4uEhATs7Ox48OABEyZMYMSIEarPykU0EwgEpoE+5mtBVsQGVd7oat7MsCKQ63ooA3XrGkOvHfLKALTzchgLDgbxODqR8s72jO1Q06BJIYoSun7v+vSWiIiI4LPPPlNlITVXhGBTRMhiTSBOzQDdmBMLwUY9wXO9XweflTlWCgp84qbJgrtDhw5UqFCBuXPn4urqqvaawMBA6tSpgyRJODs7Y2lpSZ8+fVi0aBGnTp3il19+Ydu2bXh7ezNjxgzeeOMNRo0axe7du4mMjKR69eq89dZbnK3UG8nCSmRZEggEAhkhd/duQf4UNm2xujWnnA9TrBRwd45xssJmX1vtvBzGxB3XSEx97Q1gb23JnO51hWijQ3T9jg0lSkdHR9OgQQO+//57fH19DXJPQyMEGzOk3aLj3Hn2wtjVMBvyykR0/vx5fHx8hGCTjbLFbbR2N5Kbea6mqKt3amoqT548ITQ0lJ49e3Ls2DGqV6+eZzkxMTE4OjpiaWlJREQEtWvXxtHREXt7U+WYSwAAIABJREFUe/r27csnn3xCyxVX8yghY4wWQo1AIBAYCmNb+gr0T2HFmgzyOyiU85pHV0kcCnJPz7lHCYtOzPH3Cs72nJrQ2iB1MWd0+T7zspLSJ6dOnaJLly4MHTqU6dOnm51RghBszAA5D/BFAaVSSch881R0c8NYKrxc23pG/VNTU5k7dy5z586lZMmSVKhQgapVq7Ju3TpsbW01Kivv7yghBBmBQCDQP7qKtSAwTXQl0mRHG6sDucbcMWSMwuC53rlmJxKWa4VDl+/P0C6eiYmJREVFUbZsWVVm09DQUFq0aMGOHTto1KiRQeujb0RabxNErpvWoopCocjznQg/9bzR5vnINU2l+4QAdvV24/PPP+eNN94gKCgINze3fD+jPSYq1mQI/llOPIT4JBAIjIe+BRmR1cl00ZdYA1nn/vzaRGaXpNysTIxB5u+gbxf4vNZK5Z3t9XJPc0bXbdtQexylUsmVK1c4fPgwhw8f5syZMxQrVozo6GjKly9PpUqVqFSpEklJSaSnGz+RjrEQFjZGwFRigAiMT3ZfY32i60B8usK4/UVCqZSY4fGczz77LIcpplyEJcPwKsWUpCRl42BiYmKoUqUK169fp2nTplQdsFhvC2GBQCDIjjEOTXLbFAnRpmAYWvwy5Jyt6XdRF8dFLhjDXUrEsNEOXVhrZQSjN8SeQ6lUEhISwtGjRzl8+DB//vknJUuWpF27drRr145WrVrh5OREcnIyYWFhhISEEBISQqVKlWjVqpVe62YMhEuUDNl5OYyvt/xr7GoIzJjCLGB1MRkbYgFtLJEkeK63eQo0qmDlAAqN4zaM//0iWy49RVjUCAQCQ5PXXGOq8f6KmhuIMcQvQ8/hmq6JcsuUlCWxiBEwdAzCCiJLVL4kJiZy5swZPj8YDyjItIArGJJEMUUqN+d201UVc/Do0SOWLFnCvn37CA4OpmTJknh5ealEmkqVKuX4jCYWQ+bg6SAEG5lhCmKNJEkaZaFZ0quBTgZTYWlkeKq7OnB4VCu1fyvsJGyMgdMsBRQDkvHOLl68yEcffUTv3r2pU6cODg4Oqp9atWrh6OgIyOt5Zz4JklO9BAKBwJCYqnWPMVzO5SrYaIIxhMi86q+vZ2kOm3B9cfLkSfrsjnq9TytkAF5Xm3Qifx3FjRs3NI7HqA3Xrl1jwYIFBAQE0K9fP1WabgcHhyzXFUaYNPX2IgQbmSEnH9W86Jp0mAcPHrBr1y6D39tUT8UE8hgwxaY9b/J7R4GBgSxYsIC4uDhevHjBixcveNBwCBZ2jsjBgkadUCzeuUAgEBQeuR246Ks+mpzae1YtpTP3Xn0/V33PgZrUXx91kMOaUk4kJCTgMf1PJIVCZQ1dGMpYp6HcN4O4uDh+/PFHvLy8dFJPgPT0dPbt28fy5cu5du0aw4cPZ/DgwTg7O6uuMeWgyLpGBB2WGY9lL9ZIbP9fOR49asXevXs5cuQI77//vipCtyHIbvnxUnFNfh3XFAqtJgt0Twlbw7WRvDCGr7V8kLKYxeaVsj43atWqxdq1a7M8OwsZuDuZalp4gUAgMBW0GVN1ZWVtDDYNbJ6naJNhraRNANfcBB7PqqUKVVdNkIOrtj4yS7lPCBDZ3F7hPiHgZYIHhaLQKa0tSCdl41cUr1GDUX5+dOrUCQsLC40///TpUwICAtizZw+JiYmMHTuWNm3aoFAoiI2Nxd/fn5UrV+Lq6sqwYcPo2bMn/TdcosHcU4Wqt0BY2BiMBn6HiE5MNfh9M9wG8hxIJQkkCaeD35CUlMSgQYPYtGkTcXFxzJ8/ny5dugDw/Plz7t69S/Xq1XFxcdFrvdPT01m7di3ffPMNP/zwAwMGDKDEl7/o9Z6CgiF3ddvYixlD8M+IRtSuXZvAwEDKli2r9efl+oyEWCPITNEWZQUC00GTdYGxAzjnF/BYU9EmeK63bDKH6XpczO89Gir9d1EkQ6h5eRZXOKHGlnRi1w+ibdu2jB49mgYNGuR67b///ssPP/zAe++9x0cffcTVq1fZs2cPe/bs4fbt27Rv3x5fX1+USiVz5syhRIkSTJo0iQULFlC2bFmSmw/k+n+GC6Bt6u1DuETJDI8p+0lIVer1HiVsLbnq94Hav+U1qEqSRLm/ZpKSksLly5dJTU3FysqKgwcPMmbMGJKSknj+/DlKpZIqVarw6NEjxo0bx+jRo7VSZjUhLS2NzZs3M3PmTFxcXPjhhx/YtGkTaWlpfPfdd/l+F4HxkPugaU7tJvuzTktLw9PTk48//pgRI0ZoVIben4ckZZjFqX61pFcDjWN5CbFGkBv5BWcV7UQgkDcZ47tchI78MLa4pC26jhFp7PlY7uvL/AgNDeX06dOUKVOGcuXKUa5cOUqUKKFWiFE911dWNYXhj17lGTZsGKmpqaxYsYImTZqo/paUlESLFi1U6bPLly/P06dPuXv3Ll988QUbNmwgKSkJOzs7fH196dy5My1btsTGxkZVRnp6On/88Qdjztm+rKsRvCBMvW0IwUZmGNvHM7/7r21vj42NDe+8806Ozvjvv/9SsWJFypQpg0Kh4Pjx43Ts2JHw8HBKlChR4Ppn559//uHTTz+lXLlyTJs2jdatW6NQKBg9ejSWlpa0a9eOy5cvc+jQIW43GoGFQpFjQ2iqZJgY6yI9n1woiFuOrjGXjVteff3Fixf06tWLtLQ0tm7dSvHixXO9Vq/PQ+W7+Lo/Jqz9nF9++YUOHTro//6CIkd+KUhFexMITBNNsxUaElMRl7Kjr3ghphzAWVvi4+MJDw/P8vPff/9ha2uLk5MTJUqUyPFv8eLFOXnyJKtXr+bUqVN4eXkRFRXFkydPePLkCU5OToSGhqruUXlCALpa/l+b7MXEiRPZunUrs2bNon///jkO2FeuXMnevXtZsmQJjx8/JiwsDFtbWzp37oyNjQ0xMTE8efKEmjVr5hCW5LRXEYKNjBCCTU60baD53V+b8vbu3cvSpUs5fPgwqamp7N27lw0bNjBq1Cji4uJo3749VlZZwyNFRUVx/vx5vLy8sLOzU1vu5cuX6d69O61atWLp0qUqMejIkSP06tWLunXr0rBhQzw9PfHx8cm1HHNZpOe3YDG1IM2GGlTN4f1rKnY9e/YMHx8fateuzerVq7G2ts5xjWEmVgmUEoF+bbG3t1f99vTp0/xv7lasPdrquwKCIow661JzGAcEusNQ88/Oy2FM3HGNxNTXLgH21pbM6V43R9wXkSlTe/LKdCnIG12OiQrQmbigDYbox6Ghofj5+XHjxg2ePn1KeHg4kiRRtmzZLD+lS5cmJSWFmJgYYmNjiY2NVf13xr+1a9dm4MCB9OzZM0tmpCdPnlC/fn1u3rxJjzUXeRiTVuh6Z1ienj59mr59+9KqVSsWLFhAqVI5Yyn98ccffPnll+zfv5+3385XKwDkO6cKwUZGmINg03DGIaISdB/DRtOGquuOlpECXBWSVEG24MBkGc0z/jN/P0zplRVgwaxm8gpSZmoChzq0XazIdYAF3Q+ycv6umlCQ5zFu3Dh+/vlnTp06RfXq1bP8TR/PQ5KkLH2zmmM61qdWEVj3K9Cxe6RAoC3auNxlxkqBbE4LBdqjydi583IYCw4G8Tg6kfLO9oztUFNvgXP1fS9Tn+t0TUHmTkO2B7lh6kKhvjboKSkpLF26lHnz5jF48GA6duyoEmccHR0LHUcmMw8ePKBWrVq4Dt/6ylug4GVnHFikpqYyc+ZM/P39+eGHH+jatWuOa5VKJX5+fqxbt44dO3bkK9aYwlgjBBsZYQ6Czc7LYQVaSGqKLtMQFhWyix+mMDCpo6CDlZy+b2EGXDl9D23QRQaE1NRUli1bxpw5cxgxYgQ/vWiko9rljjqx1hzcEgVFl8zjj77naoHuyW/+0MbqpShQVNp4bu1CtIeXmPIhpq436ceOHWPo0KG8+eabfP/991SrVk2n5WdHF+vWzJald+/epU+fPjg7O7Nu3TrKlSuX43pJkujZsydPnz5l27ZtuSaoMLU1tRBsZIQ5CDZQdCZJc0IOKRO1RdfucoZG05Shcqu3JujL512V9hGMEvRNIDB15JANRaA9moypnnOPEhadmOP3FZztOTWhtb6qZjaYQ9vP3L9Fe8iKqe5NdLFRf/z4MWPGjOH06dMsWbKELl266NSSJju6eNauxa35xDGQwMBA7ty5w507d4iKimL27NkMHTo012QwkiRha2vL9u3beffdd7Nk+zXVPi6HWJmFRQg2JoapdpaiSub4MnJ+d/kF5QR511/dYCzn+uaGPk4ATN2sWSCQG9r0U1M+nTYnNHlnuQXzzC/bmCAnpjj/aopoD6b3fgu6tkpNTeX7779n9uzZDBo0iEmTJmWJMaMPCvtsM9bzFy9epEuXLkycOJFq1apRvXp1KlWqlCN2qDpmz57NoUOHuHz5MiUHbTRpV3ZzEGtAc8Em/7cr0CtyirQt0JykdEnt4FvC1pLY5HQ1n8ga/yN7LBB9kSZlnSQKKxxkfN5QJzIbz4Sw8UyI3u+jb9wnBGhsOaRJWQKBwLhkjyUm+qV8Ke9sr9aioryzvZqr5cE3O6+x+ewj0iUJS4WC3k0ryn5zktv6oumsw4THpRi4Ntoj5/YgUE/TWYe1di0/ceIEQ4cOpVy5cpw+fZoaNWroqXYv0UX7z+hbDx8+ZOTIkfj6+jJ06FCty9nwogFJzepTstlr93ZTw9RdoAqKEGyMgFjYmS+5iTUACoVE/I/9GDp0KOuT33kl2oAh439kF2+0aYslbC1V/921YYUc4oNo13nz9ZZ/+XrLv2YRc0igGzSxgNMG0UaMhzHT3QryZmyHmmpjloztUNOItcqdb3Zey3JQkS5Jqv9vbNEmt3iJnlVzZqLJIK8Ntbp4MsYiLDqRtybvk106cUHuaCOEREREMG7cOI4cOcLixYvp0aOH3g9OCzsXZJ5XDh48SN++fRk9ejRjxowpdD0McWisS4qqUJOBcIkyIKbqJ6oxkpQpEGnGQPAq6xNoEJxUlUtKXzWUB5L08sdCkenZSIC8TRNNPTaOnND0WZrKyaRAM4xlci/6ombockH4yZp/RCIAM0KX85+6NPSZqTpxH+lq1uaWCgX35sjPFbuwsdnUZWySy1q5qG0S5dSutCGv96RUKlm7di2TJk2iT58++Pn5Ubx4cb3Wp960A3ke4OaHuu/z9ttvM2XKFLp06aJRGab6LrXBHPqniGEjM+Qu1gTP9S6gT76k+sc+LZYTE9pRpkwZUlNT2bJlC+PHj+fUqVO4u7vrusqAKQ9IKmnr5f+TJCRJoublZSxbtoxatWoB8vp+hRkYhetfTnJ7nnJ654LCI9cFhRAU1KOr91Xk+rEkiYDngiwUpC/Jud/IdSzXJXJ+/vmh7v1cu3aNwYMHk56ezg8//ECDBg30Xo/CiDW5ZQ+9c+cOLVu2JCwsDEtLSzWffI2x36Fn1VKcvR9psDW/qfdLIdjIjNyi0uuT4LneuQbb0w+vxZucljbG71TGHsQ0Io9MP2WL2xCTkGqUQLO6fHdyFy8NiSlmIctA3SmxsAgy/jhXGEy1LeqSwr6/7O4sAoEgdzIHDjWl8UdXMenkhim9A3VkjN/x8fH4+fmxfv16vv32WwYOHJhr9iRdU9BnmNfc8+233xIREcGyZcvU/t3YSSgy6m6MepjymguEYCM7DCucmA65qcnGwNgDnpzRpyuHqSwQgud669ZSSOUPB3J2A9R0MjSV96hrTGGxUFTfTWEpKm6gDjaWvEgxfgwRgaAwZPTXwrqjFPS+5oCpH7q8W7UUPcuEM3z4cFq1asXChQtxdXU1aB20nQc0aT+NGjViyZIleHl5FepeuiJ7/D1jzn2m3v+EYCMzGs44RFRCqrGrYRJkTpktF0x1Ia4P9DE4yvX5qmuLcq1rQSns+zS356EJhUklLDAtNHnXJtUHsrkuZawBTS0ApUCQHWO7GecXm8hUMGnRRpKw3z2WlStX8v777xulCpq2N20OQr29venfvz89evTQ6h66RN0BuxzmPiHYyAhzEGwa+B0iOlEINgVFruanchisjIkuBko5PsO8RENTdHkoSiKbQKBL8uo7JrexEXFmBEWEvPqtIeYuU99EZmBq87wkSSgkCbfT83B1dWXatGnUr19fL/cqjMW1tu1jwYIFhISEsMfBsIJgdVcHDo9qleV3cmsTpt7XhGAjM8Rpq26R80lGUXet0nTwlGOf0DTNsrEnrJcp4XNuvDLHA9AXpihYCQSFQd2YZuwxQCDIwqu1fJZcm/lm5sy7rCzlmYHQZ4x+LNfDRm0xOXEa+L8yt1i+fDkXLlzAxcUFgHv37jF58mQAnJyccHNzY+TIkTg6Omb57IoVK5g9ezZff/01Y8eOzVF2QdtNQddo7hMCDCa4q9tfyXlfIwQbGWEOgo0xgg4XJTTdaBuLDHFCkqRMYUtMfwGUF8Y+4dIW04pXoaTY7vHcvHnToHeV43sTCASCzJinm6eUWUdRI8NITKzymJo1a+Lh4VGouB3ff/89W7dupX379vTt25f3Vl0HSVKbTCJzvUxN1MneTvT53uV8yKgt8uwfOQme68348ePZsGEDXl5e1KpVi5UrVzJq1CjefPNNYmJi+Pvvv7l8+TLbtm3Dw8ND9dn169fTr18/nJyciIyMzBKwWB9BhdVh6AQd2etnKodzQrCREeYg2JhqZhxT23RnIMc4OMnJyVSqVIkDBw6w/aEVG888fJVOK/siR8okpJvWAigvgud6y7ofaDLoG+yUIdtJSva6KZVK3nzzTQ4cOEDt2rX1Xh05n64IBAJBdnS5iP9kzT+cuhep+v+eVUuxaWDzQpWhTVmRkZGULVuW3r17s2HDBq3uq0uGDx/OL7/8goeHBxEREYSGhlK7dm3GjBnD+MuZLRSk1zH1TUjEydxmqk3aR5pSP3OeqW8w4+PjuXv3Ll1/e8TrNao83/ODOZ24d+8ep0+f5sKFC/Tu3ZvmzbP2t3Xr1jFu3DgWL15Mnz592L9/P9OnTyc+Pp4nT56wdetW2rRpA2i+7zEV0dgcrEdNvT8JwUaGyKETWCnQyOeysB1Abhs8Q7iKaMKmTZsYMWIEU6dOZdu2bUyePJkOHTrkuO6PP/5g5D9WYKA0hILXyGMCk2h0ey07duzI9YqRI0fi7OzMtGnT9FoTOYxbAoFAoC1yW8gXRvg5dOgQ3bt3Z9q0aWpdNAxBUFAQP/zwAy4uLpQrV45evXplcSXJMVdIEkpJ4vTwhri5uam/RqYs6dWAiTuukZiqv2xTcmuf+REaGsqwYcMICAjAyckJZ2dnXFxcCH9vEigsX14kQ4FOk+d89epVPvzwQzw9Pdm7dy8rV66kR48eLF68mBs3brB27Vqt2m5B362x4ivpNAOqgTG1fpQdIdjIEEN0RG0WAHnVR18dQC6TtTE7+MOHD/Hy8iIkJIRBgwaxYsUKLC0ts1zz5MkTatWqhb+/P97e3jn8a03FVNGUsbNUGFd0VCpZ3DyNbt26qf3zqVOnGDRoENevX9f5reXSTwUCgaAw6Huu33k5jAUHg3gcnUh5Z3vGdqip85gl/v7+LF26lHv37tGiRQv+/PNPnZavC3KdMyQJJIkrk71wcnIqXFlGpMKrdzt15zWdpww3hQ3ngQMH6NKlC7Vr1+bQoUOULl06xzVyjXOj6fMNCQmhUaNGNGzYkMOHDwMv1+IeHh44Ddqol3tmYKxYSnLsa9piCv0nL4RgI0N01THUpVYrKOrqZOjGb+wBwxid/dKlS3h5efHixQtat27N/v37sbGxyXLNli1b+Pnnnzl9+jRt27bl22+/zeJjmxfGfqYC3aBUKrkysQUlS5bM8benT5/i7u5OdHQ0dnZ2OrmfaDcCgcDc0Nccv/NyWA4rDHtrS+Z0r6sz0eb58+e0adOGyMhIbt68mePwRi7kOXdIEm6n5nL06NEc6xyd3sdAZLQnXdZF7pvOBw8eMHr0aA4fPkxcXFye1+bm/mdMNHm+cXFxvPHGG3Tq1ImtW7eqfl9pxGYs7Evo9F4Z6LM955Y2vN2i49x59kJv9zU0cu87+SEEGxmibceUYxwWQ2GsSdmQrlOPHz/mo48+4u+//+bYsWO0atVK7XWRkZF06tSJoUOH0rdv30LfVw4LnqJK5olFo/fw6nRyd583qVevXpY/jRgxAoClS5cWqk5yc18UCAQCXaOPRX1uySQqONtzakLrQpe/cOFCpk2bRrVq1fjxxx9p0qRJocvUF/nNZxnplh/M89F5cGJjrmnK2iqJSEhBaambQxOQ7wY0NDQUd3d30tLSNLpebsJNfs/1119/Zdy4cXTs2JE1a9YAL0XZEb9d1rjNavrudL3uypw5NLc6mOvaX679RVM0FWysDFEZgeaYesPTFYaM3p+ZjWdCVK5GBQksqA3ly5fnxIkT+V5XqlQp/vvvP9566y291cUc0VocMTDBc73zr5dCAQrw2fiQPla/MWXKFOzt7bl58yYbN24sVJYoOT4TgUAg0AfuEwJ0tr46ceIEM2bMIKzx12pjdjzWUUZQpVKJlZUVkZGRBAQE0LBhQ6ysTHPZrlAokIDKE/cSPNdXp2UbM+7c0yQFCgtbJElCkiQsACwKF4g3o+5y2g9s3ryZL7/8knfffVfjz2Ssn18nm8hIqCG/ODfXrl1jxIgRzJkzhzlz5pCUlISdnR1fb/lX52KNbtvmy2dqoZB4MNfHAPcTGAthYWNg5OCCZA4YegDKzf/TUPj5+XH58mV27typ8WeK8iAt5xOGzHXTJmtWmZhAoo/4U6tWLU6fPs2cOXMYOHCg1veXwzOQA5oGYBcIBOZDYdZbly5dYtSoUVy6dInu3btzya0bsWk5BZS02GdUvfEzn3zyCZ07d+aNN97IcY0kSSiVStLT00lPTyctLQ07Ozusra2zXJeUlMSWLVuYN28eYWFhzJ8/n0GDBhX4O+gLTeeVl5YAAAoy5QPP8V7S09NRKpU5noe+61c4pJeZP1H9AxROoJCDpf2xY8fw8fFh3bp19OzZs1BluY/b8+ogyjiijbr+n5iYSL169Zg2bRp9+vThww8/pF69eqxNaFyocrOjszaYkYJNKfHm2YWsWbOGGjVq6O9+MsYc9s+ycYlSKBTBQByQDqRJkvS2QqEoBWwB3IFgoKckSVG5lWFOgo2gYFSeEICc9lbVXR04PKqVQe518+ZNihcvTvv27RkwYAC9evWiYsWKqr8XhUFZU/KzipJDO8o+wWjjT7zSS8GTJ0/46KOPcHBw0Oq+op0IBAL5Iqn2u/o+gdd2kR8UFMS4ceP4888/8fb25qeffsLR0THXGDZjW5Xn2t51BAQEEBISQu3atRkwYAAffvghSqWSn376ieXLl/P06VMsLCywsLBAoVBgbW3NJ598wrBhw/Dw8GDt2rUkJydjZ2eHra0tI0aMYOHChQwYMECnz0MXgZMLM79kuEsNLXOLq1evcuHCBe7fv4+lpSU+Pj788MMPlCpVqsDlq7tf5Yn7dFaeBjfMyHFe4CKMtTENCgqiSZMmTJs2jdGjRxe6vLS0NMqVK4fDgLWAcbKgZn+WV65c4eOPP+bGjRvAy8QgLVdcxULDLK35vRvdZ2BSErWqD/Pnz2fgwIE56mnuaz19ez8YGrkJNm9LkvRfpt/NByIlSZqrUCgmACUlSRqfWxlCsDE/ikLcDF1MsHFxcZQuXRp7e3vs7e1xcHDg+fPnFCtWjBYtWnC2ch+MNemZAvoIDpjXvTS9T/a2oamQVMLWkqt+H2hVL3OfvAUCgemjGqvH7UFSKIwq2ly5cgV7e3tq1KjBli1b6N+/P/U7D0BZx5fwuJQsokZ+YkdsbCwLFixg69atBAcHo1AoqFatGmPGjKFv375ZNlvnz59n/PjxnDt3jmLFigHg5uZGamoq6enpuLu7s2+fboUGXQZOLtRcI0mUOjyVt956i/feew9vb28iIyP5+OOPcXZ25tixY4WytklLS+PkyZNs376drVu3kpCQoCqv+ICfM7kxQWGEFfWolMhClWIMS+/KlSvTqlUr1q1bp7MyFy1axOLFiwkJCTGscPaK7MF4jx07hp+fH8ePH1f9zn38Xo3eV37rfF2vvzLul5KSkiWAtzbW2qaIIeOLGhq5CzZBQCtJkp4oFIpywHFJkmrmVoYQbEwPsUnMG03FnLS0NJo3b87HH39Mx44dOXfuHFOvl4RX/uCg+9NIucd+MRcKGqfJOH7SAoHpIEnS6y2XDOMlCLJijDknN/E7LCyM2rVrk5KSQr9+/bh//z4K9yYEl/EstKgRGRlJWloarq6ueV6XlJTEjz/+yMcff6xTyxJ16DpwcmHen7q5LSkpiZo1a5KYmIiPjw9Tp07F3d1d4zLj4uIYs+w39j+xQeHggnVKHB/WsGH2oG5YWFjwxx9/sGbNGhISEkhPT+f27dvYf/YjaGhdoQ0Z+y2VsU0BRRxtDwNDQkKYPXs2J0+epGHDhgwfPlyjANa3b9+mVq1aPH/+HGdnZ63rmRtKpRIXFxf27dtH8+bNjZK1KLOVxo4dO9i4cSM7duxQ/f3N8XvzXVvn9R50PY7lJliYs1BjSE8GYyInweYBEMXLoclfkqTVCoUiWpIk50zXREmSVDLb574EvgSoVKlS44cPH+q1nqaK2JQVESTp5dwOhTatzQtjBXsuiqg7LdPkeeeWqlGbMgqKNlZEeudl9EJj10JgALTZoMTHxzNt2jR2795NavfFoo2YABoLNq/mQdDdQUXme6enp9OyZUscHBxYtmwZn3zyCf/++y91J+8kJtUyx2d1lQ3KmORm3ZnfPJMXBZ0jcuvnSqWSPXv2sHDhQm7fvo2fnx9Pnjzh4cOHpKens2LFCkqUyJp2OTQ0lMWLF7Pu6HVKtBkMVq+tEfIS21JSUujRowdnz54lLS0NxwHrUFhYZl1x6aJuke3rAAAgAElEQVTtZYrfUxA0GRPv3LnDjBkz2L59Ow0aNKBXr14cP36cQ4cO0bRpUxITE4mMjCQ5ORlvb2/+97//0aJFC06fPs2sWbM4efIkLVu25MCBAwWqY1507NiRpKQkRo8eTf369XFzc6PKxH0GdVnPeIazZ88mIiKCxYsXq/6Wn2CTl1uOLtdIVgq4O0e+MRl1TV7f11yRk2BTXpKkxwqFwhU4DPwfsDs/wSYzRc3Cpt60A8Qmp+d/oUCgY4RgY1gKmt3CmFkx5IDKgkJsxk0efcVmKEr9wdTRxsLm6qSW1Jv9t17uP3v2bJYtW0ZISIjK3eDevXu0XXNL56KGXNBHanJdCzaZGTJkCH///TelSpXCzc2NixcvUq5cOZYtW8bVq1e5fv06586d459//qFu3bqke0/neWLOt6fN94uOjubgwYMcP36c/cU7vXKfMv7cc2t6G+zs7FAqlVy+fJnjx49z48YNbt++TXBwMJGRkTRr1ow1a9ZQtWpV1eeCgoLw9/enTJkyrF69muLFi+Pq6srVq1eJiYnB3t6eTp06sWzZMkqXLq2Xuj99+pQ+ffpw584dnj9/jiRJ1K5dm88++4wFj9z1cs/sZFjZvffee0yYMIGOHTsCL90Y6846oVawyUifbYg1mJyTZ+gacwgeXFBkI9hkuZlCMR2IBwZShF2ims46THhcirGrIRBkJa+xoKAb40KeIhkSlbnyKwsmQ1mTFEQky3wKYY6Tt8B4yCErSWERfcK0yHxabax3FzzXm4kTJ/L9998TGxubJbaMPkQNObDzchh+e24QlZCa5fcFjWGTGW3fY0E3bA8ePKB+/frAyzm8SZMmNGzYkGHDhlG5cmW9WBBlxljtNWO9IqWlELX6M6ysrKhcuTI1atTAw8ODRo0a0aJFizxdmTZt2sSwYcN49OgRjo6OAAQGBlK9enWDp4+/ceMGf/zxBytWrMDZ2Zm1a9fSe1ekQe79fMVHhIeHq+JG/f7774y7YJ/TLU6SUEoS3nH7WLVqVZY/6bIdFBWhpiiLNJmRhWCjUCgcAAtJkuJe/fdhYAbQBnieKehwKUmSxuVWjrkINubsaygQmAfS64QOkpJP7S7w3nvvMeBwkl7vWhDRpmxxGyH8CgSZMGSQcYFukUPstDJ/TqdkyZIcOnQoy+91GZjXmGQOkOxkb82LlDRSsyV/cLa3Znrn2jr7XgW1GM0LpVJJREQEN2/e5KOPPqJ+/frMmjWLVq1aERYWlkWkMKTYZsxxR9tn+PDhQ+rUqcMPP/zAJ598oqdaaY9SqeT//u//WL9+PaNGjWKn4l09exxIoJQInu+r+s3IkSN54403WBVVJ0eGr1Hl72Ftbc2QIUMA3WaAyi1miznNZ9rGpcnPwMEcRB+5CDZVgD9e/V8r4FdJkmYpFAoX4HegEhAC/E+SpFylVHMQbIRYo3sM0VGFNVQRJuMEC0j97yG2Rxci/W/ZS3NoHWR8yEx2f2hzmqAFAoEgPwwZwFM9EkqlxO0Z7bCzs8vxV12kvtYX6p5P9uepTnRShyGFjIKu4apUqcKTJ09wdHSkZ8+erFixAgBPT0+CgoJYs2YN3bp1A4wjthnTSkwT0tPTad68OWXKlCEgQJ5rjatXr9KsWTNCQkIoXbq0np/pywiRGc/v22+/JTExkY8//pj27dsTHBycJSNTBvq2qjGndaCmbbMge2VTF21kIdjoCnMQbHJT+QV5U9COaE4DnUAuqEnNqcPAt3KIHySroMICgUAmSJmGv9zjOhSGggk2qlD8uuGVy8PfQ+tRpkwZLCws1Io3ciKv8TrzM9V0DWoKcXlsbGx4/Pix2vgqS5cuZdq0aZQpUwYfHx86dOhAjHMNlh0PNorYZuj5VJM1c2BgIPXq1eP333/nwoUL1KtXj3bt2nHy5EnGjRvHf//9R/PmzZk/fz61atUyQK3V4+HhgY+PD59++qnqdz4bH+o14UDwXG/Wrl3LX3/9hb29PeXLl2fq1KlZrtHlAby692UuB/yaWtMUto8IwUZGmINgk5sfrUAgEGQgB7cAgUAgyCBrinQJyD3d8UvhBrQVUfLKuAIGHgtfiTZh33WlWLFiHDhwAE9PT8PdX0s0FWw0XYPKPS5Peno61tbWpKWlZYkzlJmEhATWr1/Ptm3bCAwM5Pnz5yxZskTlxmIMDNmGNdko9+7dmyNHjuDh4UFISAihoaHY29szduxYWrRowZo1a9i5cycDBw5k6dKluZbzzc5rbD77iHRJwlKhoHfTimrTTxeE3bt3M2DAADLvU62srLD7dE3W+DI6FHCquzowxD2SDRs2ULFiRYKDg9mxYwfW1taAsKrRhPwElG92XmPjmRCD3U/uCMFGZhjKwkbd6Yg5DAACgZxZ0quBXk5cRN8VCARyRZIkFNLr+A/dunXjYvX+uW6k1ZGfWAPGHAdfxTTLJSvMf//9R4kSJdS6SxgKXVrYyCUuT3JyMvXq1cPa2pqGDRvSoEEDateuTY0aNfjmm284cuQIz54907i8o0eP0rlzZ37//Xc6dTJuQHVDtmVtNrJpaWkolcosbfnSpUt4e3tToUIFTpw4oQrKm0FuG+8+zSrpTLTJj3bt2nGn0QidWtyMcXvAzZs3Wbp0KT169MDe3p5ff/2VqpN1k968KAo1b03eR1K6fvQGIdjICHMQbPRp4mZ832+BQCACngoEgqJC8FxvHj16RNOmTfnggw9Yu3YtAK1atSL4ndE5M6zkUU52lEolz549IyYmhg7r7urVBUIjXt0/eK43ycnJ7Nq1i3Xr1nHq1CkUCgXvv/8+Hh4exMfHk5CQwKRJk6hSpYpBqqapYKMulou1hQJHOyuiE1JlFZdn8+bNjBo1ismTJ/PPP/8QFBREeHg4UVFRlC9fnpMnT+Lq6qpVmf7+/owePZoHDx5QpkwZPdVcO4yRhTLPa4ODefToEeHh4YSHhxMbG0vx4sWZPHky06ZNY9SoUVmurzpxH+lq9pCWCgX35uhfGEtISMDFxYWyI7bptuBsgYarX1zCnYbDNR7T8sLcxJq82pehPEuKimBj2LxtRZiMSTA30SZ4rneBzcTcJwSYfIMVvEaTE8fMmPJgb05kvAch3AgEAnMnY3xbvXo1Q4cO5erVq3z44YfUrVuXvxZ05v3338fPz49P9kSjUCg0inETGxvL2rVrVam1HT5f+1KoMaZYAy/vL0m0b9+ec+fO8fbbb/P555+zfft2Xrx4wcGDB3n48CFly5blzz//ZOPGjTniXhibjDWoXAMnZ2bx4sX07t2bYcOGMWzYMJ2U6eXlRXp6Og4ODjopTxcYIm5dfvsDSZLYtGkTc+fO5cGDBzg5OeHg4ICjoyO2trZERkbi4ODARx99lOOz6sSavH6va5YvX07VqlWJ13XBmcYbSZJeijV6iNFlqmtEOYg0mtTF3BAWNkZC1x01t0ZrqgOCQLuBSLxn+SGEG4G+KEqLlMyI4P1yRIliy3AaN27M9u3b6dChA4GBgXz++ef88ssvLFy4kJFnc3MZyhY0OGM9amyBRh2SxPKW0KxZM7XBbjPYvXs3y5cvz5EaXJ9okiXKVLh16xaNGzcmPDwcR0dHnZX76aefEh0dze7du3VWpr6oN+2AzlNZq2sP6enpDBkyhG3btjF8+HAmTZqklXufsS1s6tatS+/evZk0aZJ+11mFtPAzB7Emr/FEH+21oHUxRYSFjQzRdaAlgbzIHuitsO87u8WGwLQwtQlZYHxEX8+bsR1q5pqid8WxO9x59sKItSuqKJB6fs85SeLcufE0adKEyMhIPvjgA3x8fOjWrRsjz6oZCyUpR9I9WQo1GSgU+Pjk3z/DwsJ48803tS4+JSWFkydP4uXlhZWVdktzcxo3Vq5cSYMGDXQq1gCcOHGC2bNn67RMfXHV7wPVf+tqHZHZ0ub58+f89ddfrFq1iuvXr3P16lXc3Ny0LrN304pq17i9m1YsdH3zw9/fn0ePHjFgwAC936ug45K64M+mtC7MbVwxdharzM/QnMa+/BCCjYEoSmKNth1In8GoCkthBoOZXesys2tdPlnzD6fuRRa4HPcJARqnxxMIdIKxY0aYKSVsLbMsxgXakZdbR2bXDlNaFJs+ioz/8b9t4Sh+3YzD4Vl88MEHLFiwAHg5j2Z+JxmZpwqbCjw7hrZqjIuLY/fu3Vy+fJng4GCqVq3KhQsX6NatW76fffz4MRs3buTAgQPcvXuXZ8+eYWtri6WlJT169GDx4sU6Fy3kiCRJBAcHc/HiRbZu3cquXbv0Yp1UuXJlli5dStmyZalevTpubm5aBcc2Frps0+7j9wKglCQUW0ZSv359goKCKFGiRIHKywgsrK8sURmEhIQwdepUbGxsePvtt6lbty7jxo3j559/pmzZsjq9l64wVasaU/PWKEohQYRLlIHIzXRQ35SwtczXVM2QEd01Ra6Dw5JeDQrs860Ls0FTG0wFJka2YHsCzSgqCwZTQIyFRkaSQJJ4MM9HrSBz9uxZem1/hqRhXBtt0Ldgk72f+/v7s3TpUvr27UvlypW5d+8et27dYurUqVSvXl1tGR07duTChQvExMRQp04d2rRpQ8uWLXn33XdxcXHhyJEj+Pn5ceXKFdq0acPKlSspX768Xr6Psbhy5Qq//vorp06d4t9/X57Uu7q6UrduXRYtWkTVqlV1fs+UlBTatm3L/fv3iYmJITk5mTJlylCuXDkqVapEzZo1GTx4cIGsowyJvtNKy4mEhATeffddgoKCaNOmDTY2NgQGBvLw4UN69+7NTz/9pLpWTuO+IWIT6RIrBdydk7XOcj5Iz47c23F+iCxRMkPuHVYdcuoEhg5kpSkFEXAK2xZE6naBwPjIUeguCPpYmBnCkkiMefLH0AcMGfdrt+i43tzjgvzaMm/ePEqUKMG5c+eoUKGCypJIE5ycnFi/fj0dO3bE1tY21+suXbrEzJkzOXDgAI0bN2bVqlXUqVNHF1/B6EyfPp358+czZswYunfvToMGDQxeh2fPnnHx4kVu3rzJnTt3uHTpEtevX+fTTz9l6tSpshfJdNWH5LTOz05sbCylS5fm0qVLWdq+JEk5xF599nlNUTfvyXmeMjVhKTfk3IY1QQg2MqPKxACU8n/UWmNMVx05Di6GDBSc+V5yfBYCgTliSosDuZySqROZC4oY60wLQ25itJ0Ts7tqacrDeT40atSIKlWq8Pnnn9Opk+YBVp2dnblw4QLVqlXT6Pr79+8zb948fvnlF8aMGcOMGTO0rq8h0SQAclRUFBUrVmTXrl20adPGUFXLlxs3btC/f3+uXbtGgwYNaN++PdOmTdO5JZguef28swXw1hBdjs36oFq1anzzzTcsevBGFgt1uYojGYe4cpl71WFuewdTWpOpQwg2MqPWlP0kpiqNXQ2jYGhRRy4DkKYToS6EG7l8Z4HAHJFj7BlT7vMFeZ6m/H0Fut4kqN+cFuQeBZk/p1R/yqxZsxg4cCATJ07U6rMlS5bkzJkz1KxZU6vPnTt3jnbt2tGvXz+WLl3KzsthqlhO5ZztGPJuBRq5pBMREUGDBg1wdnbWqvzCkt8zzL6p8vPzY/Pmzdy6dUuf1SoQgYGB/P777yxZsoSNGzfi7S3/DWG1iQGkKQuWZU3OG14fHx8CPfqTbpHTGi37PCLmiLwJnustC0skXSPn9qsJQrCRGXJ16ZEjhYkTkxtyULvzGlQKG5hYIDB3PKuWYtPA5ll+p+8FmiEXAnIYo4xFfs9ZLMQFasnINCVJ9LE5S5MmTXjrrbdwc3Pj8O1ojTKZFDTuzZ8D36Jp06bcvXtXK3HExcWFv//+Gw8PD63uB3Dt2jVatWqFU722pDfuhcLq9SZWmZpEwrE1KB5dJDk5mREjRvDtt99qfY+8KEw/zN7H4+LicHNzY8OGDXTp0qWwVdMLo0eP5uDBg1y7dk3WVjZKpZL169fzzTffYP3JKrCw1LoMuW5633nnHZ61nkpu1kMZ9T5z5gy9/vhP1u/JWFR3dTA7kSYzcm27miIEG5nhOfcoYdGJxq6G2aCLDmrMTUBuopTYmAiKOnLYvOtjASD6tvaULW7D2cntxLMromjSD/fs2UPXrl1RKBQ4ODigUCh48eIFNjY2lBm2RSNrg+C53lofmgTP9aZ///6kpqYyfvx4ateurdFmsXTp0hw/frzA8Wju379P15+uEZueM8lrBWd7Tk1ozZEjR+jfvz8WFhZs3ryZ5s2bqylJc3TR/7K/y+joaPr27cvt27cJCgoqdPn6IC0tDVdXV8aPH8/48eONXR21PHv2jA8//JBbt24xadIkhg8fjoWFRYHemVw2vs+ePcPV1RWA6tWrk9pjMbkJNqves2Dx4sVcu3YN289WA/LP/CXQLXJptwVFCDYyQx9564UrTP7YWSq4NUsz/3JjpV43huWAQCAXNHGZNFR/0MXEr4tscAKBQFskUEoU3z+JNWvW4OLiQrufgtAkrkdGv9fWyu3syLeZMWMGAQEvx6eBAwcyefLkPD9TpkwZjhw5Qv369XP87ciRI8TGxuLj44ONjU2uZeRmsZ3ZDTs5OZmvv/6aI0eOcOfOHY2/E7zM5DVp0iQePHiA8sOlL0WvQlguSJJEjH8f7OzsGDFiBCNHjqRUqVKUL1+e0aNHM2TIkAKXrW/Onz9PmzZt+Oyzz6hUqRIpKSlYWlpSvnx53NzccHNzo0KFCjg4OCBJErGxsYSFhfH8+XMq/T975x0WxbXG4XcoohTFAigqYMGuUYMt2EgkGrto7IlXY71qNFbUWIgNjRoTSbH3grFgwWi8orGX2LBrQCzYC4oCUnbuH7AEZIHdZXfZhfM+D/fGmTPnnJmdOeeb33zn+1xcKFu2rM7ThyckJHD48GG2b9/OunXr+OCDD9i3bx8FCxZMV07TedMYAunv3r2bjh07Urt2ba5cuUJcXBwu43apFkNlmaJ/TmbkyJF0794dKysrYTvnQ4RgY0TkBcEG9PfSkTYlmxistEfVQ2/o65l2wszPSyQEeRt1JlhDPns5mfD1IcYLBAJtkZFl1F8akVxYq6VRymNkWebq1at4e3uzZ88eqlWrxsGDBzl58iR9+/bFxcUl9RhHR0f27t1L3bp1U7e9fv2aYcOGERQUhK2tLTExMXz11VcMGjSISpUqZWg3M49tpYeNklWrVvH9999z5coVtc8pPj6ekiVL0qpVK4679CBZBsr5MpMDA6pw6dIl+vfvj62tLXfv3uXGjRuZpj83Jk6dOsXXX3+NJEmYm5uTlJTEq1eviI6O5s2bN6keXYmJiQDY2NhgZWVFdHQ08fHxfPDBB4wYMYIuXbpkEFVUkZCQQGhoKKdOneLw4cNcvXqVd+/e8e7dOxISEnj58iV2dnbUqlWLYcOGZbmkTNN5NLdefq9du0ZAQAAbNmxg1KhR+Pv7ExMTg4ODA0X7LeddBs8ZmULmEldntE73rIt3oPyHEGyMCCHY5Iy0XiYVJwSTaPw/uVFiaI8mbdfWCwTGiDGJNDmd4PP6M6np9cnr10OQx0kRbbRB+az8888/uLu7U6hQIWJjk8WUMmXK8OzZM6pXr87hw4extrbGycmJ3bt3U69ePe7fv8/SpUtZtGgRzs7O/Pnnnzg7O7Nv3z78/Pw4f/484eHhlCpVKl2bQecjmbDtErEJ/3ryFbI0Z7ZPzXRLrefPn8/MmTMZNmxYhuxSKp9ZhYInAd2IjY3FdexO0KFnSIR/G2RZZt++ffTr14+HDx9y7949ypQpo7M2cguFQkFYWBiFChXKcD4PHjzgxx9/ZMOGDbx69YoBAwbg4+ODpaUlAHZ2dlStWhVZljlw4AAzZszg+PHj2NnZUapUKWrXrs1HH31E4cKFsbGxwdraGjc3N42CVhuraBMVFUXHjh25evUqb968oWnTpnTr1o3o6GhGjhyJmZkZ27Zto3379hk8VzMLXC/movyHEGyMCCHYCAQCgemh7kRq7HFp8lJmBUMYN2KuE5gumqVHVj5PBw4coEWLFgB8/vnnWFpaYmdnx7Rp0+jduzcPHjzg8uXLODs7s2PHDipWrIiTkxM1atRg4sSJdO3aNUPdpUuXZt26dXh5eWXYlzZLlLN9Ica2rJwhLt65c+dYtmwZK1asICoqKtW7I9PnU5ZBlold3Z9CfVeofQ2y468hNVi0aBFr1qwhMTGROnXq4OfnR+PGjXXWhimwf/9+Jk+ezO3bt1O9QqKjo2ndujWXL1/m0aNHdOzYkenTp+tcyDIG0UahUODp6Ul4eDhz586lTJkyeHt7s2/fPpo3b46lpSW//vorCxcu5I8//qB8+fIatyHmnvyHEGyMCCHYCAQCgWmQV0QaUxyvjdVwMcVrmVOEh2Q+JEXwiJjbjmfPnvHhhx/Sr18/Ro8ejaenJ2/evOHFixd89NFHFCtWjA0bNrB582Y6d+6ssrratWvj4OBAr169iImJISYmhubNm+Phka1tn45y5crRsWNHmjdvzogTGYMVpz8FmdrXl3KxygCNvI7eH3vevXvHkydPuHPnDp07d8bV1ZXx48fTqVMnncd0MWXu37/Pl19+iaenJ1OnTsXCwsKoxgxdzSkKhYJmzZrx9OlThg4dyowZM3jz5g1JSUlcunQpdWlco0aNmD59eqr4qSliiXL+w1jtHnURgo0RYkyDsEAgEOiKzLKeqUKf42DaeF7aYGxjtKkbIqpoMHM/j6Pjc7sbeuP938zY7imBnnlveZUsy0iyzN/jGhEQEMDTp095+fIlFhYWWFlZMX36dEqWLKmyqkePHtG3b1/u3r1LgQIFMDMz48aNG2zcuJF27dqp3aV58+YR8KQyckq/sozvk/adQM0MW2l5/vw5H3zwAQ8fPsTa2hpra2u8vLzYtGmT2v3NT5jC+PD+b/zo0SPWrVtHgwYNaNKkSbp973t+jfF25+7RbcydOxcbGxuOHz9OiRIlVLYTHx9PkyZNmD59Op9++mmWfcrKw8wUrqlAd5i6nSQEGyNDqL4CgSAvkdkaclXoO3aWKXrSmLqRoQ9M3dA2hsD1+kSWZfWD+QrSoHqZlTZjwMSJEwkKCuLKlStq/Rb6vv9WfFqIkJAQihQpgpubG1u2bOHWrVucPn0aC4usvXlMAV1ePye7AiYrVkf4tyEiIoIJEyawd+9e2rZty759+1i3bl2quKIqtpKc+I6kE2uZ3r89vXv3To3d8z6nT5/Gx8cHd3d3Nm3ahJOTU6Z9yS6GU14acwXZY+q2lBBsjIzMovoLBAKBKaHJ5KhPw8mURBpTNyiMgax/MznlnTh3xYS8LtgovS+UVqOpiTfGLjipM04kJibi6OjIxo0badmyZZZl9X3vybJM3KqvqFixIomJiTx//pz4+HiOHDmCq6urXtvWFXnq+dQrCt4s68vIkSMZPnw4hQoVolOnTpibm7Nz504g8/cc5yIFOT7hkwzbExMTOXPmDH/++ScBAQEsX76c9u3bZ9uT7LKkid80f2Hq9pW6go3py98mwgMh1ggEAhPFWLIGmYpIY+oGhMmhWZxYgbZIEt7Pg9i2bRt2A1ZhahfdmMUayDhGqRpHLCwsGDx4MF26dGHGjBkMHTo01zxZJAkeP36cbluvpSdo9utl4DIAnhWKsX5Ao1zo3b+IF3gdIEucPn2a8uXLEx0dTcuWLSlcuDDr168H4N69e0RGxaBqTHj4Ki7DtsuXL9O7d2+SkpL45JNPOHz4MFWrVlWrK5m9Tym3Gzqjq0BgCISHjYEQHjYCgcCUkIDbRiDU5ET8KOcbjCFmOG2ulUB9TMH4zuo+Vbf/xv6iUcEmkUuLBrBz504aNmyYut2Y+6wVsmxUXkSqRI/du3czcOBAChcuzKpVq9L9HkrU/V209Tx6P2ZYr6UnOBb2IkM5fYs2ee7+MwHS3jP1wlZx6NAh7L9YREIBuwxli1rJnPdrm25bv379KFmyJDNnztT43svOw0aJuC/yB6b+gUx42BgZY1tWFjFsBAKBUaNJ8OC06Nowcne0Yf+o5loda6h4YaZuJAgMhyZCjDGLNt99XIIe0cvpHvQMgv7toy7EKqNCkpCQQZGc9Ylczmp0LOxF6nVUXuu2bdty//59Ro4cSYsWLRg1ahRTpkzRyttGoxfmlI+8FmZShgDvqsSarLZrgkneR3kY5T0jyzJnKvTBpsJ/SFBVLimBBlbPUv+t/B1lBx+kJNgwYU+68urMq2NbVlYZw2Zsy8rpyplyzCCB4H2Eh40BEROOQCAwRrQVH3Q9phn7kich0uQOpjZ3apspKu1xpn7OWWEq56b0IpAViuQXVCPwtkmL8ppfuHCBNm3aYGlpybRp0+jZsycFChTQ03VWkLT+v/zwww/4+PikS9GdVXt58f4wJLqee/R9jSWgZGErQtfN4M7hLZQoUUKjNrM736yyRKVF3Et5H1O3y0TQYSNFDB4CgcCY0Gay03XWJ2MRjFRh6sZAXiC/zJumHLQ4p8+J94JD3HryVke90R2yLCPLCszMzLMtq7wG3gsOcevxm5RwHvoXeSL826BQKJg/fz4//vgjcXFxDBw4kA0KT7WOhTT3mfKdIKXvqtJ2ly9fnoIFCxIXF8eUKVMYPXp0+jqyaOd9TOX+NiSGmnP0fu0VCkodmcXDZt9qdXhOrkOtqXt5/S4p+4KCDEsblZjCs5kX7DMh2OQhTOGhEQgEpoc2k52uxiNj9qbJC0ZAXkDf6eCNjbT3nb+/PwsWLKBEiRLEtJ2T7N1hZB4eadHHM9Ng5n6jWNIgyzIflzXn4H1FtmWV18HLy4tJkybRokULQDlmpdzMqUnNdPd7pr3+69evJyAggMgmE5EkKct20h7XsWNHrl27RoUKFTh06BA3b96kTJkyKo+TZZl+/frx7Nkzdu3aBeQfW1Wde10brzpDY4gsYpIOREtNr5EQa7KnoLnE9ZmtU/9t7M9uXrbJhIDbbz4AACAASURBVGCTzzD2h00gEBgXuZX5SduJV98BhPOyQWCK5DexJi1OdgVQBE2kdevWdO7cmZcvX9Lnjze53a0s0ffzk+s2jiyrJZilFWzGjRvHZ599Rnh4OK1atSIhIYFSpUphbW3N/XojiZP5V7wBnQhyyvbDw8OZP38+wXatkGUVok3K+dya/ilz5swhNjaWBQsWcObMGeLj4/Hy8mLq1KmMGjUq9ZCbN28iyzIlS5Zk9v5wNv0dqVSectxvY8HJrgCnJnnndjcMRq4/Vxrw/hhjLIKuKWHMMdIgZ/ELTRUh2AhUYswPqkAgMAyaTIq6+lpljMuehEhjvIi5Stb5y7y+McTzlGv3RYqtnJ1nTGErc0L9WjFt2jT++OMPJEni4sWLtG3blsDAwHQxX5TEx8dTafI+SA51DNm0kT0K7PdOJiIigrdv31Lqm23JnjbKUwEkSabssblYW1tz7tw5atWqRbNmzZgyZQoAlSpVYvr06XTr1o34+HgmTZrEL7/8QoECBbDp8QPmdiWMIoOWtoixPz3CKyVvYswCTX4TRzNDCDaCHGOsD7lAIMgZ6hqruhgDjE2oEYa6aSDmH9Mk7fOVHP9FVilSvM/Dhw8JDw+nfv36WFpapm4PCQmhQYMG3Lt3j4MHD3L58mXatWtHlSpVALh+/TqDQ94hS6pjzOhFVMjS20amfcyf/Pnnn7x69YohQ4bQq1cvKlSooHb1br7ByctJQDuhTk7ObnVhYhMUCgVXrlwhPj6e4OBgtm3bRmRkJA4ODrRv357jx4+zatUq6tatm66KihUr4uHhQXx8PPv27cPOzo5BgwaxOtbD6JfngRjnc0KGsVdN7zKBICvEM6kaIdgI9I4wqAUC00OX6+9z2s77VJm0h7gk3c9JwlAwPcT8YoKkvNgpv5wOGjSIJUuWYGlpScGCBenSpQvz58+naNGi6Q47ceIEnTt3xsHBgYiICCpXrsyZM2cICgqic+fOAFhbW1O2bFmcnZ25dOkSMTExSJKEtbU19evXZ+zYsTRu3JhXr16xaNEiZs+ejcPwTYCBU3LLMsMdb1C9enW8vLywsrLSqpqoqChqzzqCrPSMyUEskPfHP4VCka2IdufOHapXrw5AUlISFhYWFB+ywajEGjGuG56zZ8/SKfABZkZ0HwiMDwm4LZ5PtVBXsLEwRGcEeRMxWRoe8RIjyCluvsFZPrs5vcdyM5Dx+4gxSiAwICkvcI9fv8Nt3C4Sdu/m1atXWFlZ8erVK/z8/KhZsyZffvklr1694vnz5zx//pyLFy+ycuVK2rRpw9OnTxkyZAgXLlwgJiYGKysrrl69iqurq1pdmDlzJqtWrWLDhg106NAOMPC8KUkselqFiFatclSNvb09EXPbMWPGDC5cuMDp8n0wM9PuBVl5/srxMDux5sGDBzRp0oRKlSoxdepUpl+04lmMcSyXKW1fiGO+H+d2N/Il586do0OHDvz000+MOq2dECnIe/Ru6MKMjjVzuxt5HiHYCAQmhNLgCjofycjAC7ncG0FewtBCjRBpBMbAze+8qTttL2+SzMQXY12R8vXd8oslFC5cGABHR0d+/vlnunbtysGDB6lSpQrFixenePHiVK5cmYiICBQKBQ4ODixevJjjx48zYMAAfvzxR7XFGgAHBwfc3Nzo0KGDvs7OoHz7bXJK5OrVq9O/f39+fFxJ67qyE+uVhIeH8+jRI06dOkWjH88BhhNrnOwKYGFuTmRUrMr9DzLZLtAfV69eZcqUKRw/fpy5c+fi4+ODj0/6MuJjYt4ns/TfAsMgBBuBwATpWKc0HeuUBsREKcg5hhJr9HWvCkMi/6JZUMXUEL7cnt2a4OBgatasybuO84VYoyfcfIPTPZ/NmjWjevXq/PLLL7x48YLff/+doKAgAF6+fIm9vT0AsbGx7Nu3D09PT43as7Cw4N27d7o9CS1QVxxRl+LFizNq1ChatGjBhz6D2XTHSqsMTe9726iicePGVKxYkUY//o3mS8rk1OzlClnGfu8kLly4oFYco7R4+oeoFG2c7Qtp2B9BTrh48SKffPIJ48ePZ82aNVhbW6ssp0+vXYHhyY/ZmowdEcNGIMhDiIlRYEiyeyHRd9pN4U2Tt1E1nr3/m6s15slysk6jkCl5eCahoaGYmZlRoEAB1q9fz5C/FDrqcXbdkE06sw6QowCkN7/zpl27dly+fJno6Giio6OxsLDAxsaGyMhIbGxsALh16xYtW7YkPDxc4zYaNWpE06ZNmTNnTuq23JwXdTFGxcXFUaxYMXbt2sX69es5cOAABQoUIKHTAtBQCFGnb26+walZsTT9rSP825CQkMCAAQMICgpCkiQ8PDzYv3+/RvUEnY9kwrZLxCb8691TyNKc2T41Uz9WCXRPhmdFoWDmB6/p1auX7uoUGB3Clso9RNBhgSAfIyZIgT7JanIv5xuMvmcVYVwIQLNxLu09k5CQwO3bt6lbty47d+6k35/qLbPIyVfkyud/wsnJicPO3TLu1PLlOLdY2K221kty3U5+T0xMDJUqVWL9+vUALF68mIEDB6aWiY2NpUiRIvzyyy/06tWLQoXU86p4+fIlJUuWJDIykhIlSqRvNxPxz23cruTAvnq89jkdr3bu3MmQIUOIjIxUuT8n8/37wUFTxRotrseSjy0JDw9n7dq13L17lzNnzgDw4Ycf0qxZMzZs2KBRfUHnI/l+3w0eRMXibF+IsS0rC7FGj6i6j2RZRpJl/hpaS6OlidnVK8g9RMwZ40IINgKBgF5LT3As7EVud0OQh1D18lFxQjCJep5KhJEhSIumLwGq7tsxY8Zw6tQp4ltNUcsTTGvBRqHg1dIvOXLkCDVq1EizWYGHhwdVq1Zl8eLF2NraqlefkSCBluKsgo+fbKdbt254e3tnWC7z66+/psZuGTduHOPHj8+2xosXL+Lr68vNmzcJCwtTWUbVNX34gw+lvtmmxTloRk6WGHTt2hWFQsGWLVsyLZPTMVizpYUppLw/KN6+4M2Gkdja2lK0aFEqVarE2rVrKViwIABhYWGpmbx8fX2176RAr2T++8tEL+3DzJkzGTx4sA7rzb+Ij04CJUKwEQgE6RCTZt6isJU5r99lHwxSK0M8k3rSUmvqXrXa13W7AoEuxBqA5cuXs2DBAq5cuaL28r0sl5FkwtNFXblw4QLu7u7ptisUClxdXVmxYgX169enSJEi2bavSbvGjqprefPmTTw9Penfvz8BAQGMHz8+Vbx5H1mWOXr0KFOnTuX06dN4eXmxePFinJ2dM5RVfZ1kFAqZu3PbGew6aio8R0dH4+TkxNmzZ6latWq25bU+D1lOCYmj+RIodfjPf/7Du3fv2LhxoxadExiCrO6d3b1d8fb25u7du1haWuqkzvyAruwX4W2WdxFpvQUCQTp09eIuMA5exyVm67auC2Ph/YC+hrqHhFAj0AVZ3Ucffvgh9+/fR6FQcGqSN6Cf+9vS0jKDWAPJ6ZXHjx/P8OHDiY6O5vr169jZ2WlUd1bnV2XSHuKSjPejnKrAvLNnz6Zfv3789NNPKam5M2Z7kmWZ4OBgJk+eTHh4OB06dCAoKCg1I5X6SEgSuPnuIsLfMKLNupN3WXfyrtrjW0hICAqFghUrVvD9999nW15Zr8bnIkloJtXIRPi3Vbv0P//8g7e3t8p93wZdYuOpeyTJMuaSRI8GZYU3pY5RJx5YVtSoUQN3d3d27dqFz/spovIwxmCHvB/PKTIqlgnbLgEI0SYfITxsBIJ8hhBt8gjZxBlQxibIye+tVYDXHGAMxpHAuAkPD+fjxVfVirGR3f0kyzLOzs4sWLCAHj16ANnf49p42CgUCqZUesxXX32VqQdDr169uHfvHr1796ZXr16pAXj1hTHNAwu71aZjndKEhYVRsWJFAJo2bcpff/2VoWxISAjDhw/n/v379OvXjzlz5lCgQIFs28jqfGVZ5vB/azLxzwcGX0Kc3T0aHx9PjRo1KFWqlMrrkRV6/Y1lmYg5/wo22QkCQ4cOZe/evdy6dSvdErhvgy6x7uTdDMeKJbC6I6v7IOL9+EVZlNu4cSMLFizgxIkTWFio973fmMYZTTEWeySzjGml7QtxzPfjXOiRQJeIJVECgSBTTHkSFahH74YuKg1hdShsZU6oX6t02/Rxz3hWKMb6AY10Xq8gb3L//n2aNm2KoutPoIY/gDoG95gxYwgODubSpUtYWFjoRbABmVeLv6B58+Zs3LgxNbZHWmJiYujXrx/BwcFIkoSnpyeVK1cmMjKS6tWr4+HhgZeXV46FHFmW+euvvzh16hT37t2jfPnyVK5cmWFHtI1Ho0NSluVAyq+bIm5F+LchNDSUESNGcO7cObp3786qVau4e/cuTk5OalWd5e8jyzz/pQfNmjXjco0hOToFbcnsvtq3bx+ff/45T548UXnfqIM+xm5ZlvGvHc2Ei1l7NSnPKy4ujooVKzJx4kT++9//pu6vMGEPSSreQ8wlibDZrXXbaQNhbMtXshNiNFrerMy4l2b8zWspvY1FqFGSWSKH9wOGC0wTdQUb7fMBCgQCkyXCvw0R/m3o3dAlt7si0BPaijUR/m0yiDW6RHnvRfi3EWKNQCM6deqUEvRSN2INwPjx47lz5w7Lly/PYe+yQiIsLIy//vqLZcuWqSxhbW2Nvb09LVq04N69e3z11Vc4OzvTqVMn4uPjWbBgAc7OznTr1o2tW7cSG6teZqu0RERE0KpVK4YOHcrjx4+pWLEid+7cYdGiRSSsG0SD22u4nZsvySnZmiRJSuNBJeM2bheNGjWiRIkSREZGsnjxYho0aMDs2bN11u5ff/1FoUKFePxjl3+zdhkQN99glS+3DRs2JDExkevXrxu8T1khSeB7wU6ta9WzZ09cXFx4/vx5Bs8MVWJNVtuNHeXylcioWGT+Xb4SdF51hq/cxs03WLNYdJLE++Ov8t5V9WdKeFYoZnRiDYCzveoseZltF+RNRAwbgSAfM6NjTWZ0rGlyE6tAP+jLWDFGI0hgWty/f5/bt28zZswYxpmZZTpmZXevKRQKFi5cyL59+wgLCyMyMhIbGxv69u2berw+xsNixYoxf/58vvnmG44ePcqmTZtS9yUkJDBs2DDWrVvHsmXLKFKkCF26dMlQx7Nnz9i+fTs///wzs2bN4syZMxkyLGXG7du3qV+/PqNGjWLMmDEZAofGxcXh6emJu7s7LT/5hH1F26GOMKZ/JJDgxo0blClTBkj+b0mSWLduHZcuXaJly5b07t1bZbBhdalbty6///479+/f56OfzmGGWa6kWXfzDU7neVikSBG6du3K5MmT2bVrl1Z1ujvacOvJW112E2X8H3UoX748RYoUYfDgwfTu3TvdPnNJytTDxhT5ft+N1FgjSmITkvh+3w0Rb8RIMXb7ZGzLyuli2AAUsjRnbMvKudgrgaERS6IEAgFgmq6rAt2iS9dmYzeCBKbF7NmzuXnzJitXrtTq+Dt37rBjxw62bt3K9evX+fLLL6lduzYfffQR5cqVS1dW3ZgP6h6T9rgXL15QunRpwsPDKVWqFJGRkfTv359Lly5x5MiRDH1RhSzLfPTRRwwfPpyePXtmWx6SvZPq16/PhAkTMi0TExNDeHg4gYGB/P3339y9e5foNv6YmWX8qm5ouir+4sCBA9y5c4e3b9/SqFEj+vTpw6VLlwgJCeHq1au4u7szb948WrZsqbKO7ES+tPtlWdY4Y5KuUfZr2bJlLFy4kMuXL2tdl/eCQ/+KNmntfgOc48qW1vTo0YNHjx5l2JfXYtgY0/IVYdNljSnZKMa2zE6gO0SWKIFAoBEaZ5dQpgEl7f/IpOQG1UcXBXpGVdYWTTAlA0hgOsTHxxMQEMCePXu0ruOHH35g3bp1fPrppwQHB2Nra6vDHqrvmVOsWDFKlSrFkSNHiIuLY8iQIdStW5fQ0FCKFSumVluSJDFr1iz69OnD06dPadCgAXXr1s0y+K4kSdl6oFhbW1OjRg1q1KiRuq1du3ZcrDqQZM0mB+N6NkHSsz5UZt++ffTs2RMvLy/q1q2bYWnN8+fP+emnn/j8889xdHRk2rRpGbw5NBGkc1usgX/7tLNnfcLCwihevDiffPIJmzdv1qie+Ph4SoeuwiYqinOVvsIs3ZIz/dN3XwyxsbG0atWKbdu2YW1tnbpPKcrklSxRzvaFVAaINeTyFSHUZI0p2ikd65QWAk0+R8SwEQgE6VB7MksTa0AKHM7PTUhO82kEhq5A92R2XyzsVjs1Jo1AoA8uXLhAkSJF+OCDD7Q6PikpiTt37tC6dWs2bNigc7FGHXotPZH639WqVePQoUOEh4dTrVo1jhw5orZYo8TLy4v58+dz7do1hgwZgqOjI59//jmrV6/myZMnGcp7e3trLHidPn2agwcPcvzrOjkf1yUJWZbRxqtbInk5WK9evahfv77KDDXFixfHz8+PBw8eMHToUL7++msaNGjA69evc9ZvI6D9hnvU+nYH69atY9++fRodGx8fT61atbh48SIXKn2V7C2VC3N0aGgo7969o2zZshniRc3oWJOw2a2J8G9D2OzWJivWQPLylUKW5um2GXL5ihBrMkfYKQJTRiyJEggEKtFo4lcoGOt6l6FDh2p+rMCoEAaNwNiIioqiTJkyvHr1CnNz8+wPSOH8+fMsXbqUTZs2YWZmxpo1a2jdOvugutou/1N3WdSSJUuYN28ePXr0IDg4GF3YN48fP+aPP/5g9+7d/O9//8PLy4vx48fTsGFDQkNDadOmDdOnT+c///mP2nU+e/YMZ2dnnj17RuHCydmAcm1sT/HoLF/MioPjvbMt/vz5c7788ktOnDjBqlWraN++fZblTWXOerAgOQi1uvj4+HDv3j2efjJNf51Sgwj/NsiyzPr16xkxYgR2dnbMnDmTXr16AcmxpdSNx2Ts5NbyFVO5hw2NsGl0g1iWpR9EWm+BQJBjNDEACu0Yw5UrV9IZXaqO1zYGhCDnqPNiKYwbgTHi7u5OUFAQ1atXV6v8hQsXaNy4MQ0bNmT06NF89tlnarelzVikzpIo5bP15s0b7OzssLGx4ZdffuHLL7/UuL2siImJYcWKFcybN48iRYrw4MEDFi5cmPpyrC6HDh3Cx8eHZ8+eZTuu5zaqxi1Zllm6dCmjRo2iXbt2rF+/PlNRwBjP6X1kWU6X7jwtmc6r43aBEcQgStu/uLg4Fi9ejJ+fHwULFiQhIYGYmBg++OAD/Pz88PbOXpAT/Isp3Lu5gbBldIcy+9n7gY9n+9QUok0OETFsBAJBjtEkY4qtrS1r166lT58+6Y7XpK20KNtNDv4IuW1wmjrCeBEYC5pmeJJlmbJly3Lp0qUsBZs3b95w4cIFNm/ezOrVq+nTpw8///yzTvqsS2xtbSlXrhxjxozRuVgDybFohg0bxqBBgwgJCaFBgwbY29trXM+uXbuoWrVqBpFDX5m0ckLm/SlNiWGBnJBlyk3YkxqbJjeCwOaUrOLqqD5/GVmSkIxs7ixYsCBDhgxh586dnDlzhoCAAOrXr8/y5cvx8fHBw8ODHTt2pHp1CVSj62dQXx/TCppLxCUZ1jlA2Du6RWQ/y32EYCMQCLLkX+M8NcSwSpYuXYq3tzdNmzZVK9OJOu0CLF68mG+//Rabr1bluM78ijBeBPpGFy8PqoJey7LMlClTePr0KS1atMiw7+DBg8ydO5czZ87w+vVrihYtSo0aNVi1ahWdOnXKcZ/0Ra9evVi6dCn//e9/9daGpaVlphmT1OGzzz5jzZo1KvdpHKQ+t5HSyxYyqvqe9RxneqifelvfvH+tP36ylQcPHnDlyhXKli0LwPfff8/IkSPp378/rq6ufPHFFwwZMoSqVavmRpeB5BhAfn5+jB49WuM4U/pAH8+b1vaBcoVGJjeZZ4ViHAt7YVCxRtg6+uGBikDaWW0X6J68sWBUIBDoleRJMCULVCbUrl2bcePGMXr0aJ22PWjQIDp16sSzgG64HJ/DjBovIeZF+tSkAp1hMi9gAqNBX/dMXFwc48aNIygoiJCQEEqUKAFAYmIimzZtolq1anTu3BlHR0e2b9/O27dvefLkCSEhIbki1mjysjBhwoTUQKzGipeXF0lJSRw4cCDTMnnmBUmWk6cUMa8YhP+V6MiCBQtSxRolpUuXZs+ePSxfvpwrV65Qp04dNm7caJA+PXv2jE8//ZTChQvj7u5O9+7dcXZ2JiAggKZNmxqkD5nh5hus03FWGYBXnec30zKyzJTKT9LVlbbOY2EvdNZfdcgzY5ERklmWM0NmP8vvCA8bgUCgFpm6wcsyyHLKvmrI7lWpPimYKzN1N3kuWbKEWbNm4efnx6RJk3BwcOD06dOprvq5s3xK86+xmS37MjSFrcx5/S4p0/05Te8tEOSUw4cP88UXX1C7dm1CQkJwcHAA4OXLl9SoUQOFQkH//v2ZOnWqyqxBxk7BggWxtLTk9evXqedmbJibm+Po6EhkZGSW5YxxiZTGSMa2cChvI0lmuLq6ZrJPwsfHBx8fH9atW8egQYNYsmQJn3/+OYMHD8bMzEzjZZVZkZiYyODBg9m0aRMtWrTgwIEDhIaG8scff/Djjz/Svn17ypcvj5+fH1OnTtW4/pxgLM+VKs/H8uXLU3/XrgxlDd1nYavon7EtK6uMYWOo7GcCEXRYIBBoSOpknNYdVpbTucXKsoythaRT0UYdDh8+zGeffYbD8M06rVeVQaArg9EQxo2qPtWaujdL0UYYQQJ10fWX3w0bNjBy5EjWrFlDq1at0u2/evUqjRs35sUL/X291TZLVHbHFrYyJ9Qv+XyOHj1Ku3btePHiRZaxSXKbKlWqMHHiRLVi7RjLy6WhSP5AYLy/nVGTkvVLkmV+aizTrl07lddSlmVCQkL4al8MsjL+UDYfZdI+j0+fPuXJkydUq1ZNZf2PHj3io48+wtrammXLltGwYcMMZQ4fPkyzZs3w8vKiRYsWSJJETEwMfn5+eslsld3cnFN0MbefO3eOrl27cuvWrXTXNbfGAGGv6B+RJUo/iKDDAoGe+DboEutO3k23zRQDGGqLcmIcOHAgjo6OrEtslGENsyRJvEmU2bhxI40bN87g9qwvmjZtiqenJ3HH53D3o/E6qTMzQ0BXBkJufZ0O9WuV716wBEaOLFOnTh1evHjBgQMHqFmzZoYihkj9m90zqe2zn/YlLDg4mA8++CBPvfBH+Leh19ITBl8KkVvkpd/O4KTxaBp2FCZNqsX8+fPx9vZOd10lSeKr/XFgZqaeB5QsU6VKFQ4cOMCCBQv49ddfsbCwwNbWFk9PT0qXLs3YsWMpXrw4O3bsYMiQIbRt25alS5diZWWlsko3NzdmzJjB1atXmTt3LgULFkSWZd6+fcuCBQtyfClS2zGB+fj58+e0atWKS5cuMX36dKMQa5RtC9FGv3SsU1oINLmIiGEjEGiAKrEGkhfHlDOByVYXDBkyBEmSOHr0KMOHD8+0nCRJLF++nJo1a3L69GmD9S8oKIi7DcfqJBaBoQwAYzQ0TMF4FOQhZBmk5DTMV65cUSnWAGzYsIG3b98auHO6x8XFhadPn+Z2N3TO+gGNdDCeGb/nd66TshTZ5JEkzMzMiG49m/77Y6hQoQJLliwhJiZG6yqfP3+eupzq+PHjREVF0WviQi65dSXIqgUNZv6Jg0drRowYwbRp01i9enWmYg0kP6uTJk1i5MiRJCUlMXToUAIDA1m6dCkzZszQup9KdB2fRp8MHz6cBg0a8Pr1a8aOHZu63Rj6bwx9EAj0hfCwEQg0QJVYoyQPmE5q0aJFC3777Td+/vlnnJycsiz7j8c32HsoWL16NfXr1zdI/6p9dxA0/ApvjIKJrsjL5ybIA6RZWhnh3zbLonFxcSxZsoT4+Hi2bNlCly5dDNBB/XD79m0cHR1zuxt6I2eeg8JzJVvymnePJGFmbomi60/MCoMZ0w7gfnZhsnduyS5ock/UqFGD06dPc/nyZcqVK0fQ+Uh2Py5MnHmyh5tFYUeKtRzKN42d+LpT42zru3HjBtOmTSM+Pp6SJUsyefJkANavX0+3bt1o2bIl9erV0/iU9ZnxSR91b926lbNnz3L+/HkKFCiQut2YhJIGM/dzapJ3bndDINA5wsNGIBBoROfOnQkKCqJLly60adMGa/PsjjBjl00rli1bptd+9Vp6wqgMB03QV7+FWCMwZn5slIhV0GhufOed7l7dsWMHjRs3pkqVKlSuXJlevXrh4eGBjY0Njx8/BqBfv340a9aMqKgog/db+UW819ITWtcRGhpKnTp1dNgr40OMPwLNkVK9bsLqfcMhpy7qfw1L8TpSfhyaOHEif//9N5MCT6ULlgogWRZk/eU3WVb36NEjPv30U+rUqUNMTAzXrl3D3Pxfg6d9+/Y4OTlx//59jc4wNzM+acuLFy8YNmwYq1atwtraGjCsZ1BBc/UEu8fR8XruiUCQOwjBRiAQaEyHDh24d+8e7dq149qstihiX2dZ3szMjO+//55OnTpx7tw5nffHzTfYZOMmGLNY473gUM47IhBkwtChQ/ntt98yLEcYNGgQNWvWZNKkSYwePRpJkmjUqBEPHz7kzJkzODo6cuPGDezs7HBzcyMgICBX+n8s7EUG0Ubd565cuXL8888/+uiWURHh30btly1B7pGcgCRZGSltNKl6k8Ubld5EqpaDyTIlQvwYNGgQu3bt4vXr1zRp0oS3coGMZYFnbzMP7Lto0SIqVqyInZ0doaGh7Nixg6tXr3L9+vV05QoUKKD2Es1aU/fqRagxBL6+vnTp0oVGjRoBhvWqifBvw/WZrdUub6of7gSCrBCCjUCgI/KbSWptbc3gwYO5f/8+v3jbodgwJMs19efOncPV1ZVRo0bprA/fBl3K8eScl74CK41udc/JIpub9tYT048VItA/WQXmVrlPocD8L940lwAAIABJREFU969ZuHAhXl5eaTYrmDJlCklJSSxatIgvvviCgQMHsm7dOhYtWpRuCVGpUqXYvXs3K1asYOrUqdSuXVvjL926QBuh+O7duwQGBuLp6amHHhkfmrxsCXIHZbJHgMio2NztjDpIpHrUyLKMQqEgevl/MDMzw93dndWrV/PLL78QExND6aLWKqtwzkKY2rZtG4MHD2br1q1UrFgx03KxsbHY29tn210332CdZH4qaC4ZVKgBOH78OMHBwcyYMcPg8XbSnqcm5yxEG0FeQ28xbCRJKgusAUoCCmCJLMs/SpI0DRgAKKPtTZRleY+++iEQ6BKJzL1z80uWqPcpXbo0pUuXpmnTptSaeTjTcjY2NhQtWhQPj2yz16lFnp+Q30uVrsYByLLMxQlN1D7in9m5k6FKkPfIyphOu2/r1q1MmzaNv69ezeBZ07dvX9asWQNA+fLlsbCwyPAXFxeHQqFIPcbHx4ePP/6YkSNHUrVqVb755hu+++47HZ+dbjlx4gQxMTF07do1t7siEKQgZTvdlLYvxDHfj41kzpBSv5JJJCc5sBuwhkcKBZvHxzN//nyqVKmCJEn8uudv/A/cTbcsqpClOWNbVs609idPnmBjY5NlDyIiInj27BkuLi6ZltHVtcqtD0sJCQkMHjyYBQsW8MHsowZtW9U5axIbq9bUvYT6tdJ1twSCXEGfQYcTgdGyLJ+TJMkOOCtJ0v6UfT/IsjxPj20LBHrhtn8byvkGpxNt8lNK76woXLgwSBKyLGea7rRBgwb06dMHZ2dnBg4ciK2trcbt5Ju0sRoHlZT4s19Ftb72CQS5xYIFC5g1a5bKrCw7d+4EYO/evbx79474+PjU/0/7V7Vq1XTH2dvbs2rVKvr06UPv3r3ZuHEjQUFBVK9e3SDnpCndunUjMDCQli1bcuHChdSYEAKBMRMZFZv6srywW21GBl7I5R5lRJIkRp+2gqaTcGoK8WsGUM7sGbN9avL9vhs8iIrF2b4QY1tWzjRF8aJFi3j48CEjR47MtJ1z587h7e1N27ZtqVWrVob9pi7UKBk/fjyurq6MP6+5raYtC7vVzjJ9tLqijS48mgQCY0Fvgo0syw+Bhyn/HS1J0jVAJHAXmDxCnMmcCP82uIzb9a9gI8spX8Gk1Am2UN8VnDy5Gn9/f7Zv367RsgDj+LJnZKS4hV+Z+nG2XwS1wc03ONeNRkHe4cmTJ1SoUCHD9hMnThAVFUWBAgVo2bKlxvXKspwq3EyZMgUPDw9at27N77//jpmGWeM0wbNCMa2O27JlC6VLl+bQoUO0bi2WDKXNFpZxV+YfAQS5gzGKNUCG+6TAF0v4Ivg1cB5JlnE5+T0JCQnsvFkV2549adGiRYY6pkyZwsqVKylatKjKNk6ePEmLFi0YOnQoc+bMSbcvrwg1AJs3byYoKAhF10UGa1Pd8y5sZa6WICPsF0FewSAxbCRJcgPqAKdSNg2TJClUkqQVkiSpHBElSRooSdLfkiT9/fTpU1VFBAKBkaFQKLj3fXuCuqdos5KEqug+p8v3YdWqVXTr1o1Hjx6pVbe2hlDvhpm7K+cFZFmm2uVfWb9+vVbHq2PMCKFMoAvOnz9PbGxshpgQiYmJDBw4kI4dO2otrjx8+BAPDw/69OnD3bt3KV68OCEhIbi4uHDs2DFddD8DnhWKsX5AI42OUT5LZmZmuLi4sHv3bt69e0dMTIw+umgynBj5IfFrB/Jbc/N0WW8i/NtQ7tQ85teLM0g2HEEeQ5KQUv4wk7j70TgeNptEiIMPX+2PyzC3RUVFER0dTfv27TOtctu2bdSrVy+dWKPr2C7K+lT9GYKrV68ydOhQg4o1mqDJUqdvgy7psScCgWGQ5CyChOqkAUmyBf4CZsqyvE2SJCfgGcmhQKYDpWRZ7pdVHR4eHvLff/+t134KBALd8Ouvv/Ldd99h9eXSbJf1DLC7wNq1a9m6dWuWyxe0NVLSGvZuvsHpPH7e359b5NQAizv4G4M/+5Dt27dz8eJFvfXB3dGG/aOaa1W/QLB3714GDRrE6NGj+frrr1O337p1i48//hhnZ2fWrl1LrVq1iIuL07j++Ph4ChUqRGxsLAUKJGeFSUhIYO7cucyaNYvWrVuzfv361H3ZkdUzkd24kd3zpDz+xo0b1K1bFzMzM8zMzJgzZw4DBgxIlzo4t6lSpQoTJ07kyy+/zHFdmV0X5fU4evQoPj4+HDt2DHd399T9GzZsYN68eezZs4eSJUtmWZdAkCOy8PRKX0amcEFLo1t2o3yWcjJ+bd26lWHDhmHVZwmGzE2jjT2m7jhgDLaeQKAKSZLOyrKcbXBPfcawQZIkS2ArsF6W5W0Asiw/TrN/KbBbn30QCASGZciQIfTu3ZuaM/7KtuykSZMoU6YMzZs3p++0XzgWXTzDGnNdiDXKfzdt2hQ/P790mWlMnYJeA1m9+mvu3bun13ZExiiBtpw8eZIvvviCTZs28cknn6RuX7duHf/973/56quv+P7774mNjU0XUFgTChQokJqCVxnY3NLSkkmTJtGlSxd69epFmTJlWLZsWZZfzw1J5cqVWbduHUWLFuXx48eMGDGCDRs2cPDgQaMSbXRFdi9NjRs3Zvr06XTo0IEzZ86kLvHs0aMHp06domrVqvTs2ZMffvjBEN3Vivc/goqlXCaGOr9Xiufw67hELWLN6Rdt7KWg85Gp8X0KJL7hnZk1Vn2W6aF3GckuXk12qBvPRiyNEpg6epNOpeRZajlwTZblBWm2l0pTrBNwWV99EAgEuYOdnZ3ahkyfPn2YvGwHm29bEBkVi0xycMMJ2y4RdD5S47azcpl//fp1HgzKa4bcdRHOo7ZrXYO7o3qxb8RXbYGmvHr1Ch8fH1auXJlOrFm5ciWDBw9m5cqV/PDDD1hYWGBubp7hhVcTnJ2duXAhY2yNypUrc/r0aaZOnUrPnj3x9vbmzZs3WrejSzp16kTz5s3p1q0b9+/f5+bNm4wdO5bExESD9eHboEtUmLAHN99gKkzYk6tLCKpWrUp0dDTv3r1L3SZJEj/++CMRERHcv38fHx+fXOtfRuR096yUZgmOEGvyOCb6+6adx4PORzJhW2iq7fXOwhb0GPMrLRH+bXIk1ggE+Ql9PpWewBfAx5IkXUj5aw3MlSTpkiRJoYAX8I0e+yAQCEyAwGtxYJF+qUJsQpLGgQ2z+4Ly+vXr5GxWRoLOBBBJwszMTOs17posdRKijUATAgICaNGiBW3btk23fdmyZXzzzTd07tyZwMBA6tevn5qGV1tcXFy4evWqyn1mZmYMHTqUq1evolAocHFxYfXq1Vq1k90zoG3crE2bNpGQkMBvv/1GkSJFqFKlCgMGDODcuXPpyikUCkaPHk3RokVxdHRk4sSJWgs83wZdYt3JuySliA5Jssy6k3dzTbSJiYmhWrVqFCuWMZhzkSJF2Lp1K2FhYbnQs8wQwozA9FDaCiMDLxCboJ1XY07QpbeLunUJ20VgyuhNsJFl+agsy5Isy7VkWa6d8rdHluUvZFmumbK9fUo2KYGJk9sB0gSmzYOo2Bwdr24gylevXhmNYKPPZ0ObuoW7sEAfLF++XGV63Nu3b9O8eXNiY2MZNGgQjRo14scff+Sff/7Ruq0KFSoQHh6eZRkXFxf+97//ERAQwIgRI2jYsCHPnj0Dkr82e/qHUC6Hz+aMjjU1Kn/q1CmqVKnC8OHDmTVrFq9fv+bKlSuMHj2aR48e0aRJE9q1aweAn58fDg4O7Nmzh8DAQH799Ve2bduGo6Mjw4cPJz4+XqO2N55SvZQys+36xt3dnbNnz7J27VqV+y0sLPDz8wMtl84JBMaBnJrhMb+hD1tDiDaCvI5eY9gI8gfZDYBp92uTVUNgmqi7thjA2b4QkVqKNupO1I8fP0aWZUqUKKFVO7rEEEaDsg1NjCOxHlygS+Li4oiLi8PKyird9hcvXvDs2TMaNmzIzZs3U5e85BQ3NzfOnDmTbTlJklKXRg0ZMoTy5cvTffw8jsS5EJtguCCi9+/fp0ePHpw7d44RI0YwYcKE5OWkJJ/LgAEDGDBgAJGRkTRq1IhixYoRFxeHi4sLV65cSc2o5ePjw759+/j2229xdHSkY8eOBAQEYGtrm20fkjJ5Ycxsu76pUKEChw4donPnzhw7doyFCxdSsGDBdGXGnbMBKf+96OoLkTZdv7SJ3sOOHTt4/vw51tbWyLJM8eLFKVeuHDfrDidDJk1ZRiZvxj8SdoNAoB1CsBEYlGNhL+i19IQQbQTpGNuyMhO2XdL4ZUmTyV+Wk2MNJCQkqJ0pRh1UCRzGZJSk7Z8u+yVEG0FWJCYmMmbMGBo0aJAhA1zfvn2pXbs2NjY2uLq6EhMTg0Kh0Dqlt5KyZcsSFRWldnkHBwe2bNlCcHAwQ/Y8w8zOMGJNOd9gGt5Zx86dO+nYsSMbN26kTJkymZYvXbo0p0+f5ujRo7i4uNCiRYt010qSJFq1akWrVq04fPgwkydPplSpUrRs2ZLffvstS5HaXJJUijPmKS+LiYmJHD9+3OBBkEePHs13333H6tWrefDgAUWLFgXSjGd58GU2d0ieFwtamvEu8d/7oJClObN9avL9vhtaf0zJ70T4t6FkyZLsL1yYJ0+eEBoaSpUqVVSWTWdHSCAr8p6Ipm97QXxwEuRlhGAjMDjHwl7o7SVSYJooA89pYhxqGieiZMmSVKtWje3bt+N73hZV32c1vRczMw50bhCkfaFKk5ZcU97vr6o+auIZJRBkxtdff821a9cIDAxMt33hwoUcO3aMs2fPAmBvb4+FhQVhYWHpUjlrQ9myZYmOjtb4uDZt2mB+JFjlmKAPFLLMnTt3OHr0KHXq1FHrmJIlS9KlSxcUCgXv3r3j+fPnFC9ePEO5pk2b8tdff/H3338zZcoUXF1dadasGUuWLFEpCvVoUJZ1J++q3A7w8uVLgoODCQkJ0fAsc461tTWxsbFMmjSJX375RYxLekHCTCKdWAPJMeSUmYNUHwW3Vcwf+f43kuVkMVGWcRu3C1tbW2bNmsXq1avp3r07Z86cwdLSMt0hGa9Z8m+iUCho+iCQvn374uTkxPnz5/Hw8EiN9WVK19pQdr67o41aGS2DzkeKgMcCk0LKSUYGQ+Hh4SH//fffud0NQSboYtIQok3eJbP7Q9Vvrum9lN19o6q+7Ny/dbIWWrk2XZJSXJtBKbJoK4hcmdyczZs343etBHJK//XxBU55/ur2UTy7AlWUKlWKR48eqdxXv359hgwZAiTfw2PGjGHevHn06dMnR23euXOHGjVqaCXaePqHaORJoM3Yk5bbs1tr/fyWLFmS33//nSZNmmRb9sqVK0ybNo09e/ZQr149li5dmkEY+zboEhtP3SNJljGXJHo0KJsah8fJyYng4ODUVOmG5ujRowwdOhS/VXvUDkKvjzGpnK/hBD1ToaC5xPWZrTNsVwayzu/Ispzm+4rEu9X9mT59Ov37909XLvOxQsbp4HROnz6Nk5MTjRs35uzZs7x58wabvivSZHOS0fYjjiEwtI0gbBeBKSFJ0llZlrOdYIVgI8gxulL5xeCZvwk6H6lxVijI/L7J6X2ZmTGqi7o1JVNxS5Zz5HGjK8SzK3gfpRhhZWWFhYVFur/ixYsjSVK6dMgrVqygQYMGOWozISGBggUL8vbt2wxxT7IjOb1t+mWZWYm7ORVscvLMdOnShUOHDnH8+HEqVaqk1jFhYWHMmDGDwMBAatWqxa+//qqWd09uCzZJSUk4ODhQeKDqIMTvs7BbbaP8cu7mu5vcHqcFuY2MQiETNrNVOi+brASbN8v+w5gxYxg9enTqMW6+wSYTdyi3bAN1bLTCVuaE+rUyQG8EgsxRV7DRZ1pvQT5BVwOyKbl3CnSPNmJNZujiXopLkqkyaY8OepMzMnu+IvzbsLZtERSK3M80ocys4+kfQtD5yFzti8A4aNGiBdWrV+fGjRu8efOGqKgonj17xqNHj7hy5QqXL1/mypUrqX85FWsALC0tKVy4MOfPn9f42I51SjPbpyal7QshQfL/G+kL0ZYtW3BwcGDlypVqH1OhQgVWrlzJzZs38fDwwNPTk9q1a3P06FE99jTnHD16FLv+6qVfd3e0MUqxBkA99xxFro/lJofW10vG8B+sk1PAV/x2Hy7jduHq6sqgQYMyLy7DiRMn8PX1TSfWgGkEJDb2Dzmv3xkuwLxAkFOEYCPQCUK0EeQEY/3d45Jy13jOLk5PkyZNODnyw9Q187nlMRkZFYuc8v8jAy/g5htstL+pwDD8+eefdO3alX79+hn0vnR2diY0NFSrYzvWKc0x34+57d+GY74f56gfvcyP6/W8AwICCAgIYM2aNRodV6ZMGQICAoiIiKBly5a0atWKqlWrsmdP7ovTqujzxxs1Xk6Tr/P+Uc313h9tcMt2OZWMQqHgyU/dRDBlTdH6eklIsky9sFWEz/qMhd1q67RbmbYqJYs2ZmYSUo+f2WvfLqvCqcsXK04wrTk1t8Uadds3ho9yAoE6CMFGoDMi/NsQ4d+GwlY5yyZhSpOSIOeICTNzlHEkssLZ2Zmtn5ckZmU/JGXsHDn3vW5APMv5GUmSmDBhAqGhoYSHhxusXVdXV65evWqw9t7nzp07VKtWjZUrV+r1K3i9evVQKBTUrVtXq+MdHR2ZM2cO9+/fp2fPnvTo0YMKFSqwceNGqlatirOzM87Ozrx8+RILi9zJT6F2RiiFjGLDEP755x/9d0oDEhMT+d///gfZLF+RZdjRowxRUVG5/qKbrzAz40y5Lxk2bBhVrd8YuHEJpcdNdnO1m28wibk/nauFhZT7Yo0SdfqR2x/lBAJ1EVmiBDpH1ZpQ8eImUEWDmftNeMLUb6A/TYyeFy9e0KVLF4oVOEXRokWxt7dn+i3H97qYO19ulc++sRhxAsMhyzLR0dGULm24ZSrly5fXu0CkynPmjz/+4KeffuLo0aN0796dH374gRoz/tJbH7Zv306pUqWoUaNGjuqxt7dn8uTJjBo1isWLFzN06FASExMJDAykSJEiWFpaUqtWLR31Wj2qTNqj0bwQMbcdSyo+5OOPP+bQoUOUL19ej73LmsTERA4dOsSGDRvYsmULBQsWxLrvimyPq127dqqokx8z9aWdHwx67mZm7LFrze7lN5lQ7j5z7qiffVKhUCR7zEDOPKPSHqvMMpWCKd0HvRu6qPWRydioNXWviGUjMHqEYCMwCPnRABFkjdpGuSwT1KMMHTdljI2SUxEgu8B9Bc1V71vT2o7eu19hZpZ5QNKcBAbU9Ly8vb3x9vZOt+2rNP+t+tkzbGYJIdzkPywsLLC1teX58+cGE23KlSvHyZMn9d7OxIkTuXv3LufPn+fhw4cAdO7cmX379vHRRx/pvf0DBw5Qr149ndVnY2PDqFGjGDp0KIULF6ZmzZoq04DrG23thIEDBxIZGcnMmTNZvny5jnuVNbGxsRw/fpz169enijT16tVj586d/Gdv9imGAd6+fYutrW3qvzXN1mfqpD1Pg5+7JGEGzLlTFs8KxTgW9iL7YxQKzCQpE6FGJk16SI37YooY67yuzruHiGUjMAWEYCMQCAxOxQkauPhKMp999hnNmzdn3rx5OX7xS2tYbNu2jZEjR2LW82feXyH6fpaou3fvcvDgQXbv3s2JEycICAigY8eM68//jd8iayWH6MPwifBvQ0JCAi9fvsTBwQFJktJkmTKsgejmG2y0xp1At5iZmVGvXj3Onz9vMMGmbNmyvHr1Sq9tSMDJkycpWrQoN2/e5OjRo9SrVw8zM8OtMg8NDaVv3746r9fKygpzc3MSEhJyVE9WL0m6zOyXtq7+/ftTu3ZtfvnlF6ysrDSuKytu377NsWPHOHfuHNeuXePBgwe8fPmSV69e8ebNG2xtbWncuDE7d+6kefPm/x64N+tzklNij7179y6dYKMkP37sel+8cfPdhSxL+g20m1K3UqzJao6KiYmhql9IFhnk2ppUJiddYOrzeoOZ+zk1yTv7ggJBLiFi2AgEAoOikVgDRPi349atW7i6uvLJJ5/w5MkTnfXFx8eHhQsX0iRyM4nrBiEFDmNHjzKETmzC1Bqv+Oabb+jQoQOurq54eHgQHBzMp59+yuXLl+nYsWOG+pRCTTKZfX3LHG0Mnnnz5tGqVSs+//xzfH19+f3331W+bCnFrqJFiyZ/mc8FsUZJfnsByc+ULVuW+/fvG7S96Oho/TYiSYSEhLBo0SLMzc1p0KCBQcUagMePH6uVllsbzM3NiY+P1/r47J5vVftzKtZA8m//4YcfsmzZMo3rUoVCoWDGjBmULFmSatWq4efnx/Xr16latSqDBw9m6dKlnD17lps3b5KQkEBAQEA6sUadc5IkiSuTm1O8ePFMyyjjA+ZHkoUPPYs1mbSr6vfbvXs3bm5u2X6M8av6jIJBo/XTubQYQaw6Y0edZ+dxtPbjnUBgCISHjcBgqPulKL8aJvmBctlmy0iP8l6wtbXF39+fggULUrFiRZo0aUKHDh2oU6cO7u7u2NvbZzhO1b2m2tXaCkp3x6J3d/zrvKF58+YkJSXRpEkTmjdvTtOmTalWrRqVKlXK1Gj8tz7tlxlpc98/evSIsWPHMnjwYJo1a0ZYWBg///wzI0aM4PDhw1SsWDG1rJWVFSVKlKBRo0Zs374dl49zK6pNMmKJVP6gTJky3Lt3z6DtvXlj6ACimpOTL9Lx8fG8ePGCDz74QMe9SsbMzIx3797ppe736bX0hHpLUJSkCM2ZXbuFCxfSrFkzOnTokKMlXVFRUVSpUgUbGxt++OEHPv/88yyDL3fq1ImBAweyf/9+jduys7NTq1x+9LaBnKewzsl1c/MNZmG32qnp4t++fUt0dDTW2fQpMjKSEiVKEOzrSb9+/Qh3bUOUlVOqvpJjAUr5wSWfePAYAu8Fh4w205xAIAQbgVEhXt7yLpoaTKruhWnTpvHNN9/wxx9/sGvXLhYvXsy9e/fYsWMHjRo1yvb47Pox/rwtp0+fxsnJicKFC2dabvHixUyfPh1ZljHv9Vtqqk5tJBB3RxutjYSSJUuyf/9+Bg8ezKlTpyhZsiRHjhxBoVCwdetWxo8fn1p21KhRNG3alD///JPp06fTZm2EVm3qGlN3pRZkTUxMTJbPkq4pVaoUcXFxxMTEYG1tbbB2DcnZs2extbWlSJEieqnfzMwsRx426qDtC7RClpE2DUWeHaHypbdatWoMHTqUzp07ExgYiJubGwAXLlygVq1aantCffbZZ9SrV48dO3aodczkyZP58MMPefLkCfUXnNHklDQiv8W20QXKOUbbazYy8AIjAy+k/MsWV1dX4lCQ1SIFKysrrly5gqurK40aNaLw2dXEPHpEvXr1OFa2Z3Khf9UbzTtlhEKNMc/l6vz+t56oF29KIMgNhGAjMCjZeT4I8ibldCDWKClSpAjdu3ene/fuAOzcuRMfHx9at27NjBkzKFWqVKbHqmOwubu7Z7n/2rVr/P7775QpUwY/Pz8GHUzMts7M0MV936JFC65fv86JEyf4559/2LJlS6Yvqh4eHnh4eChbz3HbAkF2hIeH4+PjY7D2LCwsKFKkCOfPn8fT09Ng7RqSJ0+eYGNjo7f6zczMchzDRufIMtw6jMOdA8jFixMUFESnTp1UFp08eTK2trbUq1ePf/75h4sXL+Ll5YWTkxMWFhYkJiaiUCgAqFKlCm5ubri4uPDq1SsmTZrE5s2buXHjBjt37lRb4KlSpQpeXl7Un3cKDLA8zhSEGwk08qjVJzkVbdIS13E+Txd1xWH45gz7lL9LmTJlKFu2LD/99BNeXl6p7R5LU/a8ryd1Zh9N/kfa9N56EGNM4X4xBoLOR6Z6UwkExoQQbAQGR4gz+YuKE7RbBqUu7du3p1mzZsyaNYuqVavSrl07hgwZQqNGjfSy7t3Pz48DBw4wduxYWrZsCQe1M4B0+RxYWFjQpEkTmjRpolH72no9CaNPoA5xcXGcOHGCyZMnG7RdZ2dnLl68mGcFm6ioKL16D+ki6LDukFEoZCr+/QOtWrVi1OZT/PHHH0yePJkOHTqoFFTMzc0ZM2YMO3bsYMuWLSxevJivv/6aGjVq4OjoiL29PZaWlrx8+ZIjR44QERHBoUOHiIqKYu3atcTFxbFp0yYcHBw06qmfnx8+mx9q5GeZ03nAmJdJGYtYo8TNNzg19XROr9m3336Lv39PTp8+TeXKlTPs79atG926dUttVxV15hxnuNNNAgMDOX36NAqFgvLKskq1SwfLwZQY631iKNR5VkYGXhCCjcAoEYKNQCDQG1Um7dEwwLB2xmuRIkWYM2cO48aNY9WqVfTp0wcLCwvq169Pw4YN+eKLL1Rm4NCGDRs24Obmxk8//ZQSQ8I+22NUYQzuw9q2b8wvCQLjYfny5anLUB49esTo0aOJiIjAwcGBFStWUKxYMb206+bmxvXr1/VSd1omTZqUK6mvz507p3fBJicxbHQ6PihkekhHmRMSkrqpbdu2TJw4kTmbQth914wHUbEUKWSJJEFUTALO9oUY27IyP//8M82bN08d+7/66qv/s3feUVFcfx9+dmlS7Q0Uwd7FShBUEBUjsRHBmhjzE9sbS0hUFI0tKpYoRmOJNcZeohJRsWOLvSEqUSkKCragKChl5/0DQZDdZRtN5zmHk7hz2+zO3Ln3M9+Sq/nPP/886/+TkpLYsGEDzs7O1K5dW+2h6jozlaoUVyE9lwVOAQTC33D2PhvO3teyFYEVLxpTeugGunfvzo0bN5TGN1JGqVKlSEpKAjIs25pVMeVSbJJO4suJYo2IyMeDmCVKREQkX7CfeYg36aqrNboQL8qWLcsPP/xAeHg4GzZsoE2bNhw9epQaNWowe/ZsFVqQERgYSHJystyjaWlpxMfHM2rUKHx9ffn666+1Gm9xXkQVttgG7TldAAAgAElEQVQkUvRJTk4mJCSEZs2aUaVKFV68eIG7uztpaWnY2tri6elJdHS0zvutVasWx44d03m72Vm9ejU7duzg77//VlhG1/dIWloaXbt2Ze3atcycOVOnbWdHFxY2ujr3pHX/o0OHDjk+k0gk2HUbzKprScQmJCMACcmp/JeUigDEJiQz4a9QItLLUr9+faRSKcOGDcuzLxMTE4YMGaKRWDNr1izc3NwKNZB7cZuTLUsZc2NSOybXiqPsoZ+KUcajd7+yVEpyt3n839x1Grc0404lEt39s7JSXX6Y/D4enobiVfasYnX99hXrdYauUeUeEb8vkaKIKNiIiIjonP4r/1ErTaKuF5pSqZTmzZszePBgtm/fzvHjx7l582ZG3AJ5i0JBAJmMjs8CWbhwIZUqVcLb25unT59mKyLQuXNnqlevTu3atZk7d67aJvPy+j179qx2bRQixW2DIFKwxMTE0K5dO16/fs3Lly/Zu3cvEydOZO/evfz999+kp6dTr149jTLrKMPZ2TnfU4nPuFmKqVOnUq9evXztJ5Nbt25ha2vLgwcPCA0NzWEZoisyRRpduURpMz9UNDfkiHddXr9+jYuLS67jt4xqky7RU1g/OTWdecHhuLq60qdPH7luK7pCJpOxcOFCDL76vdCDwRaXFOAGEoH0q7uwtrYmMDCQ6dOnE/Fu7IV5DoKaopFEKiX4RSWFacBVTe2uK7J/b3X99qn10kxERKToIrpEiYiI6BR107QWxMKsXr16/Pnnn6SlpVFzUjAIQpYptgQy0sTO+QLoCsCTJ0+YOXMmjRo1wmjgqnclBYTmY6jY4nvVO87LxFsCX375JQMGDGDSpEkqp3ctSmjr/lAcNhciqvHhdSAYdUDSqCP6+vq5XAbatm1L27ZtWbFiBZ6enly/fh1ra2tkMhlHjhyhYsWKNG7cGIDExERCQ0MJDAxEEARkMhmCIOT4y/7ZxYsX8y3ldda56Rtlja8gaN++Pb169WLBggUYGBjovP2DBw/SpUsXpFIpaWlpGBoa6rwPVcmcE3799VdsbGzkups8S5Ll2c7DhGQu3biUFUskP3j8+DHLly/HeNCafOtDE6L83dVPmV6ApMggzqYTYWETFSYK+PDZUBCWDxqJJ9nqFJZ1hrznaEGLNcXlWa7KmqUouKyLiGRHFGxERER0hv3MQ4VqWZMX+vr6WX1mvkmTt0ArX748AQEB7C7RAUEQskyU1V7L5VlBwrVr1/i///s/LCws2Lp1K15eXmp2UrwQF0EfJ/IWwJn3lrLF79ChQ7l69Sr29vaEhYURGBjIyJEjAbC2tkYqlXLr1i0APvvsM0xMTJBIJDn+pFJpjv9aWloyd+5clceelJRESEgId+7cYfDgwRgZGREfH8+7qJ9y60gk5HLVyS8uXrzIy5cvmT9/fr6INcnJyXzzzTdMnTqVwYMH8/DhQ+zs7LRqU9ONa/brZPv27XTp0iXr36mpqVnnb1nKmNgE+a6rmViWMiYoKIhWrVppNBZFPH/+nIMHDxIYGMj+/fsp6b1e5WxSBclGbwegaLp4ZD5THRZdBlR7LogxWXKj6HsTvx8RkY8Librmf4VBixYthIsXLxb2MERERJSgrvltcdi4q7Xo+SAlZ56BIAUBBIFq5+YTHh5OfHw8derUKZBgqfmBqt9VcfjdRdQnr99f2e+enp5O7969OXXqFOXLl8fe3p6lS5dmiS4+Pj7IZDKdBQ7PJDY2lkWLFrFs2TIsLCyQSqXExMRQokQJ0tPTqfz9X0rfuGsbD0HVe8HT0xOpVMrWrVtVKq8uc+bMYcWKFUREROikPV2INW/fvsXc3JyIiAiqVKlCWloa5ubmWFpaMnbJNn45dp9UqQGKBDVjAz1mezRiy5wfMDMzY9WqVXLLqUpSUhJLlizh77//5tq1a7Rr147QBkPQJrJAQc+FxWETr+53UhzOSZe8f4FUdCkOz/hJu0NVCj5dHM5FpHgjkUguCYLQIs9yomAjIiKiLTUnBBVINqiCRp3FoCAISASBqLld82wr03Wj3OEpuLi44ODgwJkzZzA3N2fatGlaj7uwEEWbTxdtBBvIsJ747LPPiIyMJCIiglKlNMu+pio3btzA3t6eevXqMWfOHFxdXYGMeCSWlpZs27aNr/clKm2joAQbKysrFi9ejIeHh0rl1SE9PZ3KlSuzYMECBgwYoFVbu6/EMmbrVY3qfvhdCIJA6dKlqVWrFs7Ozjx79owjR45Q120At8ybITUokaOsJD0FfSmkSgypYKqHX9fG9GhqxaNHj2jQoAFPnjxBT09xzBtl3Lt3Dw8PD2rVqsX//vc/hofk7Y6lCoUxDxYXgUMUboo/Rf05r8o1U9TPQaT4o6pgU/RsOEVERIoVtr4fp1ijLhKJBEEioWHDhkycOJH169fnOL7hi5LUuhSA8Z4fSd84jHPft+Dy5cv88ssv9OrVi5iYGI03FMUNcXH96SGTyYiIiFCYLtrAwICWLVvi7Oycr2JNWloav/32G46OjvTt25eLFy9miTWQEbC8ZMmShIWFqTVXvXnzhhs3bmQENlcRZfdBZhBTG98gDAaswOecYb7cN4IgkJSUpLV1jY1vkM7EmkxkMhlNmjThypUr7Nu3j9mzZ/OqumsOsQYy5l4jUold3J+aFxfyYOkgqus9A6By5cpUrlyZc+fOqTWm4OBgli5dypw5c2jdujXe3t7822CwzsSawqK4BCVWFMRXEZnnVUKvaFuffEoU9ed8RfO843Q1nnKgAEYiIpI3omAjIiKiMTa+Qahjo1ccForaIJFIKFGiBHv37sXb25sVK1aQlpaGhYUFHTp04MGDB1SrVo0bN27kCLQYFxfHoUOHGDduXCGOXns+9t/3U2H3lVgc/Y9i6xuEo/9Rdl+J1aI1AZDh4uJC7dq1qVatGlOmTKFOnToEBgbmKNmsWTNCQ0O1GrvcEbwLSiyTyXB3d+fnn39m9erVCt1kxowZw/jx47Ni5yjizp07VK9eHXNzc8zMzGjVqhVly5alS5cuXL58WePx5troSN6n+NX1JigwMBA9PT08PT01biM/go7HxcWRlpbG77//zuHDh4mLi6Nfv348VBC3JkXfjOPHj3Pu3Dnq169P586duXPnDgD/+9//+O2331Qaz7///suQIUMYPnw4V65c4dGjR+zZs4f5Mba8fJuu2UkWQYrLXK2ucHN7Zhei/N0Z8Jl1Po5KRFWKsmhzzq9jnmU+pnteE3S7FhDRBlGwERER0Qh1H8TFZYGYHbXHLAj4+fmxZs0aSpcuzex7ltScFEzp4ZuoNGYnb3r8wm27kbksCK5du0bz5s0pUaKEgoYLluxv9zV506lqHyJFj91XYpnwVyixCckIQGxCMhP+Cs1zoSbvd88QSgRerPiaEydOIJFIiI+PZ/r06fz7779s2rQpR/kvv/yS2NhYJk+erLPzefXqFa1bt8bc3JwqVapw7do17ty5Q69evRTWGT58OF5eXnkGFR4wYACOjo7cvHmT5ORkXr9+zd69eylfvjxOTk4sWLAgz/E5OzvTqVMnqlSpQtWqVd8FyFUig+vYjd3MzIwSJUponJ5cm3g1yuaKffv2UalSpVzBfC1LGcstb1nKGHt7ew4cOEBoaChly5alY8eOxMTEUK1aNZKTcws9giAwb9483NzcaNmyJdbW1jg7O2NiYsLVq1dZuXIlu0t0pM/uZxqdY1FHW2ubggypoO5z6OcejYqNNZGISFFE07WASP4gxrARERFRm09BrPkQ1c5ZRr1rS3ny5AlP209BeJfFRh7Zv5O///6bpUuXsn//fh2NVnN0Ic40nnJA5TdTH8O18THh6H9UbvYdq1LGnPZtr3I7u3fvxtPTk0qVKiEIAn379mXIkCE8fPiQK1euUK1aNbp3755rQ37mzBnat29PWFgYNWrU0Pp8tmzZgo+PD7t27eLGjRsMGjRI5Yw+ZmZmlPtOcaDfxJVfExgYiKOjY65jBw4coH///pgN/kPhHCAIAl1fH8DY2JiWLVtSpkwZQkJCWJ9ir7RO9JwvVBq/Kri5uaGnp8e+ffvUqqepUONYo0xW9qLdV2KZFxzOw4RkLEsZM9atDj2aWiEIAvXr16dv37789NNPOepnbiKSU9/PL5kBhns0tQLg8uXLtGnTBg8PD86fP8+4cePw9/cnPDwcqVSKTCbj2bNnfP3118TFxTFz5kzKlStHmTJlqF69OlKptEAE5aIy98n7TlVCEN7FfC54NyRNvjtNflNVUkB/MnyQWEFVtL3OFc0TukKMZSMfXa0FRJSjagwbMa23iIiIWnyKYg2ollI0yr8r0DWrjLJlTfZUxzY2NkRHR+tqqGrz5s0bwsPDqVu3rlr1FKVrvj6ts7jILaYocjlR9LkiHBwcMDMzY/Lkydy/f59z587Rt29fDA0NMTIywtDQkNWrV1OiRAkaN25Mnz59SEtLA6BcuXIcP35cJ4LNsWPHsLOzw97eHnt7e7Xqtm7dmnBFWVkEARsbGz777DO5dTt37syzZ8+U3gcSiYQlS5bk+KxDhw78mce9ExcXR6VKlfI+gTxITk7m8OHD2NrakpaWhr6+aktCXWSB+lAkyHx7C2D46BqxsbFMnDgxVxuZGzVlG7hmzZoxZ84cfH19qVOnDoMHD6ZmzZo4OTlRpkwZjh07RnJyMiNGjGDbtm2Ym5tn1e2/8h9O33uu0fkVV+YFh6sv1oDaG3ddknkNqrO+yDNzo4J+PuzjfX3hvTGc0u9C1XJyahZCVihF32lSUhL1px1VszWBly9fYmFhodFYlM0TuhRtPgV0tSZTdy0gohtECxsRERGV+VTFGk1Q563NTz/9xNmzZzl48GB+DysXr1+/5osvvuDevXuYm5vzuutcteor+43FrFHFD12+VStXrhxSqZR69epRr149ateuzdu3b7PchwICAnBzcyM+Pp7bt2+TnJxM2bJlefv2LZ06daJZs2aMHz+exMREli5dyvz583F2dmbr1q0YGBjk2f+ff/7J8OHDCQ4OlmsFowoKr2FBYIF9itLMTZq+uVVULzO7nFPM5lzuZJogCAIHDx7Ex8eHbt26MXv27DzraCvWPH78GA8PD2KbDUMwKZ2rnIVeGvcC+jFjxgx8fHw06gsyXKq8vLyoUqUKlSpVIioqitWrV5OQkJAl3Hx4DRW0yFxU5j1bNWPRFUXyO6uUvPanTp2KIAj88baV8soyGdHzulGhQgXi4+NVH4cgIEtPI3yGG8bGxu/LCoJOxDJNrZTUEpGyWeVo0l9BWXnkdT1IgMgicr9qgi7nNtHCRreIWaJERER0xu4rsaJYk4+cPn2aMWPGFHi/p06dwtHRkQoVKjBy5EhiY3Xrm2xhpFrWK9Eap+gw1q0OxgY5fzdjAz3GutVRu61ly5bx4sULtm3bxvLly/Hx8WHChAlMnz6dAQMGIJPJ2LFjB5cuXeLFixekpKTw5MkT2rZtS1hYGL/++is1a9akVq1arF+/nsWLF3P69GmFwYKzs2vXLoYPH86mTZs0Emsygy0qQgAqVKigdrvZUTRHKvpcIhF49lsfTpw4oVW/79uT4ObmhpOTU1aAXkXYzzyksUtJ5vl88cUXVKxYkaioKARj+ZnAXqRJ2b17t1ZiTWxsLH379mXevHls2LABY2NjrK2tcXV15csvv6RixYo5xBp146OoQl7Pv6L0fFQUF6g4kV+x1rK3/yGGhoY8ePBAab2A3nZYlTGl2vi9GPWawx/Hb+YaR/Y/kME7YRZAqm+AsbFxVtmVrobUvBSg9fWjaf0of3f1LH60DJiuK4tPbSnugqau0HQtIKI9omAjIiKilMZTDqidrrUoLUaLOmlpacTHx5Oenv/ZCKKjo4mLi+O///5j6NCh9OnTh0GDBrFt2zbGjRun8zFcn9ZZp+2J5D89mlox26MRVqWMkZDxNi17fBB18PT0ZNCgQXTq1Ak/Pz+Sk5NZsmQJjRo1wsnJiUaNGmUF2tbX189yydm7dy+3bt0iKioKX19fpk+fzu3bt+nfvz+LFy9m7NixeVqjTZs2jdGjR9OtWze1x5092KIyypcvr3bbqvLhRu7OjE7Uv76MRo0a8fy5bl12GjVqxOHDh/nnn3/kHrfxDSI+MUXtdj98DixcuBAjIyOuXr2KJDlBbp0S6cl07Jh39hZlLF26FGtra4YPH87Jkyc5fPgwzs7OuVKu54dQA1CrgqnO28xPFIm0Ab3ttGrXqpQxAb3tcgX/zU/LfnV+U21Fm+HDhxMUlPGZonPKPo9Izcszff9dhUFbbcb9jSBkCBwSOUJHfHw8M2bMwM5Ou99FHRITE4mMjMzxWUGu75QFGRcpeJJT00VXtEJCjGEjIiKiEE3fqIqogoCN79+AFMHdn5GnJYw8rb5fviJy/nYCyASi53WjXLlyPH/+HG9vb65evYqrqysAtWrVol+/fpw8uYA7zccgzVowCmgTVFLVoI2K4uGIFDw9mlrpbFG2ePFijh07xurVqzExMcHExISJEycycOBAqlSporRuiRIlGDp0aI7PvLy8GDFiBP/++y+dOnWSW+/+/fvcvXuXLl265Dp2/fp1Dhw4QFJSEklJSSQnJ5OamkqNGjXYs2cPMpmMpw6jSTEwy/PcXr9+nWcZXZCUlET37t0JDw9n48aNuLvr7j55/fo1ZmZmGBsbExAQgIODQ47juohXk0mtWrUwNTXlzp07GIUHk9bMizTh/XtDIfUtM/uoF2dIHrVq1eLBgwe4ubnx9OlTDA0N2b59O5UqVWLEiBHU9dvHm/T8Ew0O+TjnW9v5gbK4QJnHNLkOYhOSc8wjmdeEhYUFZUZs1sHIFZM53oDedkrnMnWDCmd/Tpmbm6Ovr4/RLh+Su89/F3/5/bPSqpRxLtE3XaLH7KCwXGOy8Q0CqQSJgmetjW8Q6RuH8e233zJlyhSthEZ1nrPff/89UVFRHD58OMfntSqYcif+Vb7HMRrrVkdukHFdW3moch2Ia5QMxO+hcBBj2IiIiMhFFGu0R1n8iyw/dCULHk2/T/n9ZggvUf7upKenIwgCdevWpUyZMmzevJmaNWtiY2PDggULcHNzw8TEJFdbH/qu/+luwaNHj6hatWqOjV5aWhqbNm3iv//+IzExkdWvGiEIenku7kroSbg9M/cmW6T4IwgCs2bNYv78+ezfv19hsN68kMlk6Onp0axZMy5dupSrD4BFixbx+++/c/PmzVz1GzZsSHJyMlWqVKFEiRKUKFECPT097t27h7OzM5s3b8Zk0Jq8NyKCQI+3hwkICJB7WJeZR1xdXYmJieHKlStERkbSsmVLHj58SKlS8t2KVOXevXt07tyZt2/fIpFIsLOzY8+ePVnHdWF9kv0cXV1diYiI4MqVK4waNYrbb8wxaPYlDxOSEV4/p0zMSS7v+l3rPmNiYliyZAlv3rxh7dq1TJo0iXbt2tG9e3eMBubtTqcNqgSn/7BccUHT60FfAndnvz9fCwsLYmJisLCwUCujoLYo+s41OS99CSxwSGfEiBE8f/6c2rVrM378ePr27ZtVRmFsIEFgY7fSNGrUiJUrV7IovjYSJRklM6oILHES6Nq1q9b3parXXnh4OA4ODqSnp/P8+XP09HJaYdmM+xukEtR5oaPJdZ/fWaIy+ZizReWHJWFx/S6KGqrGsBEFGxERkVzYzzyktgm8OHkrJldWCTXeSuk6fWlme97e3pw/f54LFy7w9OlTrKys6NSpE8HBwQrr+vn5sXnzZtLT09HX16dSpUpUrlyZM2fOMGzYMEaNGkXJkiVZt24dY8eOzUhrbGaGqakpyxMa5bko1fR8RYoPv/76K5cvX2bdunUat7F06VJ+/PFHfvnlF/r164exsTFjxoxh69atfP7555ibm7Njxw4OHjxI06ZNc9StXbs206ZNy7Gxyk7Pnj25WvVLuQFxcyAIIBHeZYbLTV4LZFWv8+vXr9O6dWuePn2a5T7WpEkTHB0dWbp0qUptyOP169fUrl0bBwcHtm3bxr1792jRogXTp09n2eNaOrVAifJ3Z8iQIQQHB3P+/HkqVqxIaGgoHTp0oH79+sTFxdG0aVM2bNigcsp1VXj48CHVqlXj1q1bdFgVDgjvdPL8swr4mAUb0G7jd3qkHStWrMDf359nz57lyM6lbdvqoE6gb+XIiF/khbu7O0ePHiU2NjYr3gwoDphrLk3F6ODPXL9+ndTUVKqN/xtVRI8of3etBS5VrztBEOjRowcRERHExMQQExODqWlOV7/hw4cTZN4lmzWu7vovLHQ1bxc18uveKq7fR1FCDDosIiKiMaJYo1syffh/qv0Ym3Pz1aqbXw/ac+fOMWzYMKRSKX369OGbb77h8uXLXL9+XWGdmTNnEhERQXR0NPfu3eP06dPs2LGDixcvcu7cOapWrUrZsmX55Zdf2LlzJ4sWLWLmzJlMnDgRvxoPVXoPJwYg/rjp3r07+/bt4+effyYl5f088+bNGwICArCxscHKygorKyu2bdsmtw1vb29SUlIYP348ZcuWxdjYmE2bNjFy5Eg2btzIkSNHaNOmTUZa7vBwIiMjmTx5MpMnT8bU1FRpoNCdO3eSenEH+hKZwjLAuw1K/qfbXbVqFS1btuTmzZvUrVsXFxcXXr58yfLlywkPD9e43bFjx2YJW1KplFq1ahEUFMQvsdV17i50/PhxNm7cSGBgIBUrVgQy4uaEhYVx7tw5bt++zapVq3Qq1gBYWlri5uZGh99vvfskb8FYG9R9DmYGtrb1DcLR/6jC2CaFyYdj1CaujeOiy0RGRrJq1apc8YQgZ4Dq/ERenBvHGmU0aElC+ZHbsLKywsPDI4dYA4pjA83wbMnFixdJSEhg2LBhakW01UasUSe20pQpUwgMDOTp06ecOHEil1gDMH/+fK5PbKPxeIoj4vokJ/kVB0wkN2IMGxERkRyoM/lWNDfknJ92ASI/Jfr168fVq1eJVCct5gfs3r2bs2fPUrVqVTw9PSlfvrzabclkMmJjY2ncuDEJCQlcuHCBwMBAzMzM2LZtG40bN1arPUtLS4KCgpDJZDx69IhKlSrlMp8eMmQIsyfsVdvCSOTjolq1alli4cWLF9m2bRuGhoa0aNGCly9f8v3339OiRQsuX76Mt7c3nTp1yuX68/jxY/T09IiIiKBcuXI5jo0ZMyar/NixY2nevDkAdnZ2pKSkcOPGDYXBdQGkUinm/4XjbpnE6cSyPHzxRsn9lb/XcXJyMjt37mTWrFmMGDGCWrVqUbduXTw9PdHT09M4S1VISAjr16/n2rVrOT4fsPeF2ul6JenJ3Jv7JdUn7ldQTMDNzY05c+bQpEmTHMfKlSuHubk5Uqk0ywVT19xoODzDlTNfWn+PJmJN9tgcsQnJTPgrFKDIBPVUNMaA3nbM3ndT/UDUEgknrfpwKRyGVqrEihUr+Prrr3MVy/wu83sjmNl+lL87G70dNOhPglQCe4w6MNwyt/ulsthAACYmJixbtgyb8XvVGq+mqBpbKSAggBkzZmBoaMiVK1eoVKmS3HKmpqbMnz8fqKu8wXfu3xIyrI7yy6VJRDGKYvToytpMjGuT/4guUSIiIlnsvhKrckYocXLWHHUfiBGzPic4OJhNmzZx4sQJPD09+eWXXyhTpgxly5Zl6tSp9OvXL2f7mTFyPiDK353Zs2czd+5cbt26RaVKlejfvz9Vq1YlKCiIJUuW0K5dO63PURH5lcFDpHiRkpJC9+7dqV+/Pubm5vzyyy88evQIM7P3wX47dOhAxYoV2bhxY6763bp1Q09Pj127dint5+rVq7x58yYrZs6qVauYOXNmrswn2WnYsCFjxoxh8ODBGZspDeJM6cK0ftKkSfz5559ERkbSuXNnHj58yMmTJyldOg93rWw8f/4cQRAoVaoU0dHRTJ06lR07djB+/HimTJkCoL6bxTt3ML8acSxatIiwsDCsx/2tUOy5+7NbVgawDylfvjy1atXizJkzqvevAgrjh+QT6m585AWkzfz8tG97nY5NUxS59GQfo2YiQkYQfINdPvTt25fp06crLV2QrlLanM83Jpfw9vbGykp1MeLu3bu4rrydr5ZfoNp8k5aWxvfff8+SJUsAOHXqFI6OjkrrPHz4kNaLLiudIz+MfWdsoKdx5sGC4GN1i1IHXQabF1GO6BIlIiKiNqJYUxQRcHR0xM/PjxYtWjB27FgOHTqEg4MDO3fuZM2aNUycOJHJkyeTkpLC4cOHSVozCCS5tyuZv5tEIsHMzIwGDRqQnp7OpEmTCA4OpmHDhnku0LRF1WtHNLP9uDE0NGTjxo1s2LCBX3/9leDg4BxiDYCjo6NCt59hw4Zx9uzZPPuxs7PLEeDYy8uL2NhY3rx5o7BOuXLliIqKyviHBhspVRb8qrjDbN++nbFjxyKVSjlw4AAmJiY0adKEtWvXqjSOgIAAKleuTJUqVTAwMKB+/frcv3+f0NDQLLHGxjdIfTcLiYQo/654e3tz48aNXBuyD1Ek1kCGFZSuXxzaFAGxJi8eKkgZr+jzwkCVMWq2FpCAVEpV72WsWbOG48ePKy2dPb19fqL5M0cCUgnrkprj5+enVs2SJUu+u/7lX7G6OO8SeqrNYT4+PixZsgRTU1MOHz6s0lrA0tJS8RwpCHLnhuTUdOYFa+7OKZL/aHrdiS5S+Yco2IiIiABQ12+fSuVEsUZ7cn2HmVmj5CHAqFGjOHfuHNWrV2fq1KnMnz+f0aNH4+XlRUpKCmfPnuXnn3/GyMgILy8vdu7cSZR/1xwL3ex9+vr68uDBAwRBYPPmzdSrV48rV66wefNmpZurgkZ88H/clClThq+//ppvv/2W1q1b5zres2dPLl26hJeXF61atcoR8+b+/fvEx8cTFxenVp8WFhaULFmSsLAwhWWaNGmS5eKXH2S6msQmJCPw3tUkU7RJS0vDx8O56agAACAASURBVMeHR48eMXjwYCDDVevs2bMMHz6c7777Tun4ISOo8NGjR6lfvz7JycmkpKSQkJDA8ePHqVGjBqDbt6iKnguKPhcEgdDQUG7cuIGRkZFG45CH2udUSFbmlqWM1fq8MFB1jDl/Y9W/z4jnb1m2bBmDBw/OcW8ro6Di3KhPhgi1Z88eHj16pHKt8uXL839lbyKT5RZtdOUapkrmxVWrVrF48WIcHByIjIzE1dVVqz4z1zRSBWJOURImP0SbOE0fG7rNVCqiDaJgIyIiAqBSoEkLI708y4ioRnYh5diwBooLSiT07duX9u3bM3HiRLZu3UrHjh3p3bs3kyZNwtXVFZlMRq9evXB3dycuLo42bVQLBDh37ly+//57HZ2R6qizCKg5QXzwf8w4OTkRGhoq91hmXJPr16/z9u1bPDw8AEhISGD48OFMmTJFozguFhYWclN+ZzJv3jwiIiJUsuDRhHnB4VlxQTLJ/tZ5xowZbNq0iQsXLmRlhoIM0WbChAk0adKE5cuXK2w/JiaGRo0aER4ezo4dO4AMK5fsbWmyoHasUUbpvfuhQKys7KxZs3BwcODIkSPMmzdP7bHIQ6NNgpauKJpuaBQFpB3rVker8egSdcb4/vdW7/sceVqKjY0NmzdvVqteURVuSnqvZ/369WrVGTt2LNcntiHK/4tc905BpfCOjo7mq6++4vTp05QvX17l9i9dukSTW7+/E7eFLKsaBIET3zUpFsLkhxRVV63CQhRtigaiYCMiIqLyxHp9Wud8Hsmnia2trdyNQ4aptIyTJ09iYmJCx44dc7z5qlatGq1ateLJkydUqFCBsLAwDA0NVe7XwcGBxMREnbskqIKqi4C0oh9mTUQLXFxcuHz5Mlev5nTHfP36NT169KBt27bcvHmTXbt2ERwcTGRkJP/3f/8HwPjx49XOLHTjxg0ePXpE+/aK44SkpaXx5s0b6tWrl2d7mgiKylxNBEHgjz/+YMqUKdSpI3/zvmjRItasWcN///3H9evXmTdvHgkJCQQFBfHtt99Sv359GjZsSHh4eJY1TXbUWUhnzkGZgVl1wdOnT5k2bRpVqlTJyoKlDfYzDxXK5kAbwaBHUytmezTCqpQxEjLiwhS1uB6ajFET+etui++ZO3euRhZtRU64kUpY9izveSNHFak0V2D1gmbGjBmsX79erVg6ycnJuLu707FjR25PdWWnZ2XaxW3n7JjmRM3tirW1dbEQJtXlUxQiRNGm8BEFGxEREZUoUouijxB5369EIhA9pxsTJkyge/fuLFy4kFu3bmUd79y5M9HR0djZ2bFt2zamTp2qVp+HDh3C2NiYu3fvajt8jVFFLBIf+h8vFhYWLF26lC5duuRw8/nmm28QBIFjx44hlUqz4tu4uLiwadMmKlSokMNiRFW8vb355ptvlAYG3bx5M1WrVs0K7qvsGk0T1BdtlL113rFjB69evcLb21th/TJlypCUlISdnR0ODg7MmDGDcuXKMWTIEJ49e8auXbsIDAyUW1fde0kiCFT7Zz5JSUlq1VOGubk5S5cupXPnznh6esoNKq0qNr5B6mcrKiL0aGrFad/2RPq7c9q3fZESazJRd4yaWk78999/OZ5t6pIp3KiTujp/kCBIpCQmJmrdUkFZ12jK2rVrsbe3x9TUFC8vL7p3705iYiL29vZcv34dyLh+fu5ejwpm+oBAifSkIidMiqiGKNoULkUnWIGIiEihIE6mRQd5D8RHox/Spk0bNmzYQEhISI63/kZGRgQFBeHi4sJvv/2Gl5eXWv0NGzaMnTt30qFDB7788kvi4+N5/PgxpqamtG/fHm9vb4yN8890+e7PbtTMTAecx5s9MW3kx4unpycpKSm0bduWoUOHMmjQIM7Zfo20hjRHumirH/7CIXoTjo6OPHv2TKO+bt68yapVq5SWkUqlWWnpN3cvQ+9dT9+9eRaQZ0OgjhVYZsDh7OmSAUroS/HpUINlvrPo1q2b0lhSAQEBlCtXjlGjRtG0aVOcnZ15+vSpUvewSbtD2XD2vuoDfTfWp0+f4uQUj52dHQcPHsTGxkatNuRhZGSUFZunXbt2fPXVV3Tv3j1X0Om8KMxnlzgXyWesW51c17YqmJmZ6SRTUvbU1YV1fUiARjOOEzrZGXNzc43a0HbsjjXKqFz20qVLPH36lPbt22NgYKByvV27dhETE8P8+fOZOnUq33//Pfb29tSpU4enT58CIJPJ2PGLL1FHjjBr1iwOHjxIj6aeap+PiMinjmhhIyLyCSOmWC76VK5cmbt373LmzBnatm2b63jz5s3ZtWsXo0ePJiEhQa22S5QoQUhICE5OTty6dQt9fX2aNWtG+fLlmT17NgMHDsw3d6kdO3ZQvXp14hd7yc1oJfJp0b9/f65du8bDhw9xXXlbQbBKKf9UG4CZmZnSLE+KuHr1KmlpaXm6Orm7u2cFNe6753m2jaRuUu/2aGqFT5uKyF49BUFAkvQfiUdXMMK9Fbdu3WLChAkK68bHx7N69WoOHDjADz/8QPv27ZFKpUrFGhvfII3EGsjImHXz5k3q16+Pg4MDMTExarWTFz179sTe3p7atWsrtAqSR2G/aCjs/osqH7pRqcr9+/epXr26TsdSaO5SEglIJDSYcZymTZty7do1tap3XHBc6yGo6r547tw53NzcGDduHL1791Y5+DNkxN5xdXXl/PnzeHp64urqysWLF7GwsMhyOd2yZQthYWFUq1aNyZMn88UXX2h0PiJFA3EvUHhICiN2gbq0aNFCuHjxYmEPQ0Tko0KdBac4SRd9XFxcmDBhAp06ddJJe0+fPqVOnTqMGjWKli1bIpFIsLCwyEqz3K9fP41cUjL57rvvuHjxIidOnMDQ0FAUD0WyyOtaEDaPoEGDBvz+++9UqVJF9bbeBcOMmts17z5lMgYaX+SPt61UGnP261LZ+KP83Rk8eDBr167Fy8srK9jqvHnzKFmyJEOGDFFYNyUlha5du/Ls2TNUXRNpIiwousfatWtHuXLl2Llzp9ptKiMlJYWFCxcyd+5cHj16lGccrqIiluQ1F+V1HXwq5Pl7KbkvC3Qc+cCMBs/58ccfWbRoEX369FGpTkG5QqWkpNC8eXMmTpyIh4cHHh4eNG/enOnTp2vcd2pqKtbW1hw5coT69etz79497O3tGTduHNOnTycuLk5tS7rCIK/f4FO6f+Wh7jX6qX9fypBIJJcEQWiRVznRJUpEREQp4kRbPLCzs+Pq1as6E2zKlSvHvn37+PzzzzE1NUVPT4+3b99SqlQp4uLiuHr1Kr/++qtGbT948IC1a9cyZ86crM2ZY40ynL73PI+aAlu2bGHPnj3ExMTw4sULmjVrRrt27fjss89UChIrUvwJDAxk6NCh1KtXj7///htnZ2e55XItKiUSBHK718ldfEolrE1ugVQi5J1JSBCIj4+nYsWKeY797t27bNq0icjISKytrbM+Hzt2bJ51z58/z4ULF4iIiMizLOhWrAFYv349devW5dChQ3Ts2FHtthVhaGjIuHHj2LJlC9999x2///673HIdFxznzuPXOus3J/Ld3US0J8rfXfm1+M4iBTJS3s8LDudhQjKWpYwZ61ZHZ/FOtBHYNEIQmBxWBkEQGDZsGNHR0YwfPz5fx6CqK1RycjJ9+/aldu3a9OnTB4lEwv/+9z8mT55Mhw4daNOmjUYuagYGBkyYMIG2bdvy3XffMXr0aGxsbLC2tiYwMFBlsSY/rwMR7VH1BYWI7hBdokREPkFUnWArmquecUikcAkJCVG6YZy0O5QaE/Zh4xtEjQn7mLRbfirl7Njb2/P8+XMePHhAVFQUjx494tatW5iYmMh1z1KVsmXLYmtry19//ZX1mUom3AL4nUrCxsaGn3/+mbVr1+Lg4MDKlStp1qwZTZs2ZcaMGVlWQCIfJ02aNOHs2bP8/PPPasdteh+LJs+SGW5ZqmxaJNC2bVuSk+Vnf8rO1KlT+eyzz3KINary6NEjypQpo1JGGV2LNZCRlW78+PF4enrSunXrrDgVukAikbB48WI2bdrEH3/8kStjkCjWFG9UefGTGdspNiEZAYhNSGbCX6HsvhKb/wMkH1yoJBIEQcBk4O+EhYWxcuVKFi9erLC4rQ7EGlWeo9HR0bi4uGBqasrmzZuzhJlu3boxbNgwhgwZQv369Zk5cyaxsep/96NGjeLs2bPcv3+fGjVq8PTpU7p27ao0M192Cvs6EFGPvO4b8aWvbhAFGxGRTwx1FvLn/HT3FlUkf0lISKBFC/lWlZkBR9PfucCmCwIbzt5XSbT5kKlTp6Kvr6+VL7qJiQlHjx4lPDycRo0a0aNHD+Li4vJ+sEskpJtVZPbs2bRr147mzZszePBgXrx4wYABA1i0aBHPnj2jTZs2/Prrr4WSrlwkH/ng97S3t+ft27c5PpPJZERFRXHw4EEUCjOqXhYqv2GWUKdOHdavX59nyR07drBy5UoV282NKqmPdSHWHDp0iM2bN5OUlESbNm2wtramQYMGhISE0Lp1a0JDQ/Hz81O7H0UIgsCePXvQ09Pjhx9+oHv37lnH7GceykexBvIWa8R5pCCYFxyeK1hxcmo684ILVoDPvBd08fyQSCSgZ4CVlRVHjhxh+vTpCrNhadNblL97nmKNIAhs376dRo0aYW5uzp9//pnD/VBfX5+RI0dy69YtVq5cSUhICMOHD9doPDVr1mTNmjVcunSJ4OBgTE1Vz95VVK4DEfXIFG4+/BPRDaJgIyLyCSHGrfl4cXZ2JiQkRO6xzeceqPW5Mg4dOoS3t7dW8WsAKlSowMKFC4mKiuLy5cssXLgQAAsjPbXa2b59O0+fPmXFihW0bduWgIAAzp49y+rVqxk4cKBKVg8iRQuFc48gUPfq4qyUsVevXs2yVHny5Anz5s2jZs2aODo6MmfOHKV6zVdffcXq1asZNGiQ1huzKH93xo4dy5w5c3j58qXigoJA1apVqVGjhkb9VK1aNc90weqKNRXNDYnyd+fIkSPs37+fRYsWYWNjw5dffsnIkSOpVKkSaWlpLFu2DB8fHxwcHKhRowb/+9//2LRpE/v378+7kzwQBIHRo0ezZs0aLly4wMSJE7Pe7BeNtN25BR3x+ah7HibIn6sVfZ6fRPm7IxEEdCXW2fgGUa1aNaZOncqoUaNyHNt9JVYrtxJVrsW3b9/Sv39/pkyZgpWVFS1btkQqlb8FDA8Pp3379ly8eJF27dppPC4AW1tb6tSpo1adonQdiIgUFcQYNiIinwiiWPNxU7VqVeZGVWWuGr9zugYb1YSEBCpXrqx2vUwEQeDatWts3ryZZcuW4e3tTWBgIP/88w8vX77k+rTOeV6r2WOQpKSkULp06RyLz+rVq3PmzBkGDx6Mp6cne/fu1Xi8IoWDvDkoNTWVhQtv0blzZ+zs7IiKiuL58+d0796dkJAQunfvzubNm2nVqhUSiUThdSSRSHBwcODQoUM4ODhw7JHq7jCK5kYnJyfc3Nxo/HMIKNgIQYZVkCAIGsWHsLCwIDk5mc2bN9O3b1+162chZMTl+Xd6RwwNDTly5AhdunTBwsICExMTJk6cyFdffYVEIuHOnTvUqVMHIyOjXM1Ur16dvn37smHDBq5fv05aWhqhoaGcOHGCy5cvY2WVd8wJmUzGkCFD2LNnDxcvXsTW1hYXFxcC4mphM/7dfauDdM/yUNU5DnT/TOy44HiOFNSfAspi2UT5u+Pof5RYOZtyy1LG+T00uQQNrI6rqyslvlmJLt5v2/gGcWV8vxyWaQURYFgmk9G+fXtu3rzJ/PnzmTZtGlZWVty8eZPU1FQgI2NkjRo10NfXJy0tjdTUVCIjIylZsqRW49MEy1LGReo6EBEpCogWNiIinwDqLApUDVonUrT4I7kFSNXb2OhpsBGytrbm/PnzCo9fu3aNqlWrMmjQIJYuXUpkZCRpaWmsW7eOr776CisrK9q1a8epU6dYs2YNCxYs4MiRI0RHRzN37ly1x1OjRg3i4+NJSkrK8bmpqSnr1q3jyJEj2Nracu/ePbXbFilaGBgYMG7cOCIiIujZsycWFhY0adKEHj168ODBA/744w/s7e1VEkNGjBjBli1bGD16tE4245kxWJSKCxIJFy5cIDg4WKM+6tevz/r16/H29iYtLS3XcZXneUEgceXXmJqaYmlpiaenJ+PGjePJkydER0czdOhQTExMMDY2pnHjxnLFGsiIVTFgwACGDRvG+vXrCQ4ORhAErKys6NevHwkJCUqHERkZSfXq1dm2bRsXLlzA1tYWgJ5bH2YIsKrGEEIAmUwtS6kof/dCE2uAfHbxKrooc5sY61YHY4OcFpbGBnqMdVPPQkNXNGjQgKCgIJLW/I+VrrqJ52dhYUFiYiI2vkEFlg1qxowZvHjxgrdv3zJ69GjKly9PbGwszZs3p0OHDnTo0AF7e3tMTU2pWbMmLi4u+Pv7F4pYA0XvOpCHGGhXpKAR03qLiHzkiOn3Pg1sfPeibuDMAZ9Z83OPRmrV2bt3L/379+f69etUq1Yt1/HQ0FAaN26MRCKhXr16REZGYmRkhJGREc7OzvTs2RNPT89c5tiOjo6UK1eOPXv2vDsf1dJqCoKAs7MzJiYmudwzli9fzuTJk+nTpw+CILBkyRK1zlWk+CPvOpI3x9n6Bqm0gdc208yCVm/59ttvGThwIAEBARpZ2lhbWzN06NAcb+pPnTrFgL8TVBI4Ms/h9evXnDp1ijNnzuDj46OzDdqrV69wdnbm4cOH+Pn5sWjRIqpUqUJEq+9BkGR9z4Ig8MWr/Vy4cAErKyuu1vVWvzNBQCYISKUSVJ3/Ms9f1Wejps9EMTWw+hTF7EAnT57Ew8ODuXPn8s0332A7YZ92DcpkSq3wVEHVa2f79u18//33XLhwgfPnz2Nubk779u3p3bs3EomELVu2ZJVdvnw5c+bM4fLly5QuXVqr8WlLYV8H+T03iIhkompab1GwERH5iBHFmk8DQRAyMkwo2awN+MyazecekC4I6Ekk9LWvqrZYk0m7du0oWbIkgYGBco9v3bqVyZMn8++//5KSksLu3bvp1q2bwrg3r169onTp0sTExGRlulLl2s28XtetW8e0adOIjIzMOhYbG0vdunVZv349LVq0wM7Ojri4OAwMDNQ9XZFPAEXuGDnKqJCFRZVNenx8PG5ubkyYMIHevXurPdbg4GB69eqVldJ88+bN+ARGYmTdOE/BpiDneB8fH5YuXcrEiRNZ86qpQouZI951cVlxU2FMDUUIgoDs+QP0yqqecaugxBpV+hCft8WHsLAwvLy8aN68OWvXrkVPT09jKwtNXSIzUfW6OXr0KH369OHQoUM0adIk6/O0tDRKly7N4cOHsbe3B+DFixfUr1+frVu34uTkpPHYPhZEwUakoFBVsBFdokREPlJEsebTQZWsMz/3aMS92V2I8nfn3uwuGos1p0+f5sqVK7i5uSks8+bNG/T0MkyaDQ0N8fLyUhqkeN++fVhaWipNS66MLVu20KVLlxyfzZw5kwYNGtCzZ0+qVq1KrVq1OH78uEbti3z8yDPDz46qKXNVoWLFiixcuJCffvpJo/pubm7Mnj0bd3d35s+fj7e3N0bVipZYAxkZ5VJTU5k8eXKGRYGC8bmuvJ2RQl1N/NpbFVmxRuTjokGDBpw/f56IiAiWLVsGvIu7k+VCrvrLb23EmoDedgqPxcXFsXLlSkaOHEm7du3o1asX27dvzyHWyGQyfvzxR0xNTbPEmsy6ycnJcq1mP0XEe1+kqCEKNiIiHyGiWPNpcPLkSbp27Yqvr2++Beb8kNmzZwMozR7RuHFjHj16xM6dO1WKHXPt2jXKly+f4zNVrkkb3yCePXvGP//8k8NS4fnz5/zxxx9ZmacAPDw8+Ouvv/JsU+TTpEdTK2Z7NMKqlDESwKqUMQG97bI2ZKfvPc+KO2E/85DG/WTOzcbGxpibm+c4tvtKLI7+R7H1DcLR/yi7r8QqbOe7775jxIgRTJw48Z14WjD3vzo8evQIY2Nj1VxI1Jy/ovzdmXXsoVrlRUS0wdTUlBUrVjBt2jQePXoEwEZvh3fXVkYI6/z2WlDkFrRr1y7q1avH8ePHsbW1ZfLkydy5cyfXc3r37t2sX7+e06dP5/i8Tp06jB8/Hk9PT96+fZtv4y9OVDTXTdwiERFdIAo2IiIfGXX91POvFheyxZPU1FT69evHF198waVLl5SW1eVvHBgYSPfu3encuTNv3ryRW6ZRo0Y4OzszatQoatasybx585S2+cMPP3D79m2uXbum1lgEQaBSpUoYGBjg7+9PrVq1OHfuHD179qR27do4OLy3iPDw8GD37t2kp6er1YfIp0OPplac9m1PpL87p33bs/3ifU7fe56rXHxiilaiDWTEloiOjqZmzZrUrl2bGq59Gb3xHLEJyQhAbEIyozeew9KhOw0bNqRp06bY29vj4+NDXFwcALVr10ZfX59Ltb7Ns7/CmOcTExPfzRG628RaGOkpzTYkj+znXpDWNUVPQhPRlgYNGmRZsJw7dy7r84zgyV8gkQgZWdjyAWXX5NatW1mwYAEbN27Ex8eHDh06ULZs2Vzlli9fjoeHBzVq1Mh1bNy4cVSsWDHrpUx+c+/ePR48eFAgfWnCOb+OhT0EEZEsxLTeIjqjsIOEiWTwJl29TBkixZMnT54QFxeHt7c3UqmUKH9blQOsqsqDBw+y3Jsy/+7fv8+BAwdISUnh6NGjuVyRAPT19Rk0aBBHjx7F0tKSevXqKe2nTJky1KxZk6NHj+Yw3x7wmTUbzt5XWE8ikbB37178/Px48eIFFStW5PPPP6d69er8888/OcrWrFmTChUq4Ofnx/Dhw0XTb5E8kSfWZBKfmKJV27dv32bw4MG0aNGC9PR0Zl4vwYu0nC5ZEn0j9Jt74NMsnTdv3pCYmEhQUBA2NjZYWlpiZmZG48aNidNqJPmHjY0NFhYWGXqNDtQLdV2aIKcLiTaZXTSZWyPVFJZEigc//fQT9erVo1u3bowZM4YJEyZkHYvy74qN79/vrnndSXbZr7Xjx4/To0cPxowZw8CBA7l58ybHjh1j5syZStt48uQJJ06cICIiQu5xiUSCubk5KSnazW2qEBkZSevWrenfvz8LFizI9/5EVEfcyxVNRMFGRCfsvhLLhL9CSU7NeHsdm5DMhL9CAcUmnCK6R9O3jiL5R349/BwcHGjevHkOE2xd/qaJiYlUq1YNCwsLBEHI+gNo0aIFISEh7NixQ65gExERgZ+fHwMHDsxIdawC/fv3Z/LkyZQvX55u3bqxaNEiggMDEdpPUerzP/RYGlEqBqXfuHEjc+bM4euvvyYkJESlOiIieZH9HrcqZZxn8OKkpCROnjzJn3/+SZkyGS5X4y/Ln7slpmUoXTqNmJgYPDw8GD9+PP/99x/79+9nx44dODk58etj5eMrjLk+OjqaJk2a0LFjRy5ouXGtVcGUQz7OgPqiiyZz7Yffl6I+bXyDxOfoJ4qnpyeOjo40b94cd3d3GjdunHUsQ7TJH6Hu5s2b9O7dG5lMRkhICIsXL6Zp06aMHz+e6tWrA3D16lWCg4MBcHd3p0GDBrx8+ZL58+dja2uLpaWlwvY7duzIuHHj6NOnT45zyiRzDZBXHJ63b98yYcIEzp07x8mTJ3MFFP/999+pVKkSq1ev5saNG6xYsQJbW1u1vgtt2X0llml/h/FfUioApYwNmNqtwSe9ZxH3ckUX0SVKRCfMCw7PusEzSU5NZ15weCGN6NNDFGuKHpkPv+xuDhP+ClUamyIvEhMTmTx5MgkJCYSGhtK/f3+FrknaIpVK8fHx4datW7x8+ZLExEQSExM5duwYgiCwbds27ty5A2Qs5ObNm0fdunVp2LAhpqameb7xy87YsWNZt24do0ePplSpUixfvpwOHTpoFaDxQxo2bMiPP/5IQkKCztoU+Xj4MIaMqnU+vMfz4tSpU+jp6bFnzx5WrlzJ6tWrMddPk1vWRHjLsGHDWBx4lvYLT2PrG8QXK65gUq8df/31F78+rqPOKRYYrq6u9OnTh+3bt2vVTpS/u8ZiTWG5Qol8GlhaWjJmzBj8/f1zHdPldZS9LV9fXyZNmkTDhg1JSkoiPDycQ4cO4eXlRVJSEuvWrcPJyYmdO3eydetWHB0dKV26NBUqVGDTpk3MmjVLaV8DBw5k4cKFuLq6smfPnhzHMkXYOnXqMGvWLC5evEh8fDwymSxHubt37+Lo6MiqVas4c+aM3H6OHTtGQEAAV69exdTUlL1792r47WjG7iuxjN1xLUusAUhITmXs9mtarc+KO+JeruhSaBY2EomkM7AI0ANWCYKQe8YTKTY8VLBIVfS5iG4pCmJNQZtR6tr9Jz9Q9vDT5Lv58ccfWbNmDe7u7oSFhfHs2TOGDx+e5Qq0ZcsWXQ0dU1NT3NzcmDJlCvv27ePs2bM5jm/dupXFixfz2Wef4e3tTXh4OMePH2fKlCkMGzZMaVYoRfTq1YtevXqRlJREiRIlkEqlzCbv61vVN90ymYx58+bRqJFmGbJEPl52X4llzNarWf9WRXgB+fd4XjRu3Bg9PT3mzZuHvr4+giCQUrkJNPkS9N4HujQ20GO2hwP0vcy4HVfRSyeH8Ksqtr5BBWravmLFCl69ekVAQAAdFxzXqi21LRUEASQSjcQaERF1GTZsGNbW1jx79ixXzBh1Yy3Jo1YF0xz/vnv3LrNmzWLo0KG4uLhQv3599PT0ePHiBampqRgbG7Nlyxa++OILIOOZd+LECezs7ChVqpTSvjIzSIWGhiIIAl9++SX379/H0tKSy5cv061bN3788UccHBxYu3YtQ4YMISYmhhcvXlCuXDlSUlJITk5GEASGDRvGgwcP2LNnTy7rGoCYmBisra2xtbXFzs6Ox4/zMBPUMfOCw0mVEz4gVSZo0MraeQAAIABJREFUvD77GBD3ckWXQhFsJBKJHvAb0BGIAS5IJJJAQRBuFsZ4RLTHUoEZuGUp40IYzaeFuguC/DDjLmgzyuJioq7rh9+ePXsIDAzEyckJgCpVqnD69GkOHDhAr169cHNzo1WrVly5coVmzZoxffp0jcc+efJkQkJCKFWqFI6OjrmOe3l54eXlxdSpUzl16hQVK1Zk3759OQL9aoqJiYnWbXyIIAj4+PgQHR2dZS4uIpJJdrFGFazePds0uZfv3buHtbU1ly9fzvG5ItHb0f8oKR9oQsmp6fhsU23MH4o8+b0ZyUwtXHfqkXztJxdCRsDXqDlfaFS9KD07RIoHJUuWpFOnTuzatYvBgwfnOh7l707NCUGk6SgOcVRUFDY2NhgaGnL69GkCAgKwtLSkV69eAKSlpWFo+F70lUqlODs7q9T2zp07OX78OLNnz6Zy5cpYWVlRtmxZnj17houLC99++y0lSpRg586dGBgY0KJFCxo2bMjLly8xMjKidevWNGzYkNDQUJYvX86kSZNwcXGR21erVq2y3KUuXryoNOtkfqBMkFdVrP8YEfdyRZfCsrBpBdwVBCECQCKRbAG6A6JgU0wZ61Ynx4YdMt4OjnUrmubaHwtF5c2hri1JPhZ0+fD7999/+e+//6hTJ+c9JZFI+Pzzz9m3bx+7d+/mxIkTVKhQgVWrVrFlyxa+/fZbmjZt+i71r+pERUXh6enJ2rVrlZabOnWquqdSKMTHx/Pbb7+xYsUKIiIiqFixImXKlEFPTy/vyiIi2ZBA1rNN0T2uKJZNlL87EyZMkHs/9mhqJXe+VCQKydTcBBbUnPy0/RRWJhZCjiRBoMPzPUDXrI9sfIMQBCFP10pRrBHRlK+++ooff/yRLl26yI0Pc3e2+sGyM7nz+HWOF1FmZma8fPkSMzMzAMaMGZOjfHaxRl0WLFjA1KlTc81Nv/32Gy9fvmT//v0kJiZSo0YNqlSpQokSJTAyMsLQ0JDo6GhOnjzJ2rVrad68OTNmzMgSkeTh5OTEhg0bOHPmDK1ataJ58+Yaj1vX6OnQDbu4Ie7lii6FJdhYAdlzucUA9tkLSCSSIcAQAGtr64IbmYhGZC4AxcjiBUdREWtANKNUhC4ffr6+vowfP57y5cvLPd6uXbscb6levXrF+PHj8fPzw8TEhPbt27Nz50709VWb9kuXLs3evXtJSEjI05Q6v1HFtDwv66pKlSqxe/du5s+fz/z583n8+DEvXrygbNmyLFu2jJ49e+p62CIfKQLvn3nK7nF5zz9BENi+fTvbtm1TuT9FopAm5PecbOMbhCCRINEgLZS2LiQODzYhM34vhtv4BoEKYo2m4xJFHhGAbt26ERYWRtu2bTl8+DA2NjZyy72/jgS1s0hlPt/q1avHrVu3lAYO1pQXL17kSvctCAKbN2/GwMCA3377DVdXV5305eTkxA8//ICTkxMHDx5Uqc6ZM2cICwujXbt21KpVS6fx7bKTnk9p2YsD4l6u6FJYgo28uyzHHSIIwu/A7wAtWrT4dO+eYoSit4MiuqcoiTUgmlEqQlcPv8TERA4fPswff/yhch0zMzMWLVrEqlWrCAkJYdCgQbi4uHDy5EmV6s+dO5fIyEhcXV25dOmSWuMtqri7u+Pu/n6TlZqaytixYwkLC+PUqVMcPnyYjh070qVLF5ycnLR6Wyny8WKVbV5T9x7ftGkTZmZmNG3aVOX+xrrVwXfndd6kyfIunAf5OSdnbkbV3ki9izujDVH+7vTtuyHr369evVK5XVWEF1GcEVHGhAkTMDMzo23btly5ciVXPJtMovzdad68Oc86TkXdXPc2vkH0c3Rk+/btOhNOsmNqappx32QjLCyM169fU69ePW7fvp3VryAIPHz4kOvXr3Pt2jWuXbvG48ePOXz4sEr3f8uWLWnWrBmnTp1i48aN9O/fP1eZFy9eEBoaSmhoKCdOnODkyZM4Ozszffp0BEHAxcUFDw8Pnb9ssRLXreJerghSWIJNDFA127+rAA8LaSwiIsWKoibWgGhGqQxtH37x8fF069aNjh07Ym5urnZ9Q0NDjIyMOHjwIHXq1MHDw4P169dnmVQrwsTEhLlz5+okJo0u0EUAxw8xMDCgTJkyzJkzh1atWrF48WKOHTvGxIkTuX37Nj179mTgwIG0bdtWbuBEkU8PefOaOvf4hg0b+Omnn9QSNbKseTacJFXfDKvSJipZ3Bgb6OXbnKz4XlTtvIRsb7EFQWDfVzYajyVTTGnSpAmrVq3i7du3NJx+TGdijYiIKowcOZJbt24xc+ZMFixYoLCcp6cn8+cPwuzbtaDmc2WTzJGkvwYxcuRIGjRooO2QgYwU3H5+fjx69IiqVavmOLZ9+3Y8PT0ZNmwYrq6uGBgYUKNGDb7++mtSUlJo0qQJR48eRRAELC0tVZ7XJBIJW7Zswd3dnbdv3+Y6vn37dry8vGjZsiVNmjTB0dGR5cuXU7JkSQRB4N69e/w/e/cdX9P9P3D8dbMTxMhAkCUJQcSmomZQe8TealfViJKighohtqqt1IwaoWatflM1Y8WICBEqGmIGmXLP74+Qn5BxZ+4Nn+fjm8fj695zPp/3vb3nnM95n884duwYgwYNokqVKkovCe5Vthj/3H760esGMjKdI7XR7hAEVeiqBXoOcJXJZE4ymcwE6Abs0VEsgpAvTAq+opELhzYaqO2rlmJWRw9KFTFHRvoTilkdPbSWpc/uM3yKje+EhASioqKUGkLxzoQJE7C3t6dChQoUL16cU6dOERsbS+3atXPfGXB1deX169cfLdupr1Q5Pjw9PenXrx8HDhygfv36+Pv7c/r0acLDw/Hw8GDUqFE4OTkxadIkHjwQzxU+VdmdOxZ2raLR81qlSpU4cOCA0vu1r1qKdrJQ3C4u5h+/xrluHx3QSivnZEe/fWpehyTSe+FIbGhlybaONrRPOkytWrVo0aKF0qW9/99t3LhxpKWlUe7HP5FkMrV77QiCsvz9/Vm/fj137tzJdhs/Pz/Onj1Lh9RjoMK11eLrNXTq1ImjR9Wf1DsmJobatWtz+/ZtLl++/NFQq127dtGpUydcXV05duwYM2bMoEePHmzYsIFHjx4xatQobG1tOXLkCBs2bFCqbldXV27evMnXX3/90XutWrWiZs2auLq60qhRI1q1akXhwoWB9GSPi4sLgwcPpmXLlgoPqXrfpkFf4FW2WKbXTI0MmN+liuhdIuglmaSjsXoymawlsJD0Zb3XSpI0I7tta9SoIYWGhuZZbIKgb1RpIH+KyYvPkSRJFC1alFu3bmFtba3wfps2bWLw4MHs2rWLZs2aZbweHx+Pvb09S5cuzbIb8vv+/fdf3N3dP+omrSuKHAfa+N1fvnyZlStXcuTIEU6fPk3RokU1XofweXjx4gXly5fnjz/+oEaNGtlu9+rVK2QyGQUK/P+yvq1bt8bBwYF9hVrmWo+mjwNNPmXOKrZbt24xatQorlQcqlTvo/fLkiSJBQsWsOihm0Jl5MU1MqfvTVyjP01TpkwhMjKSTZs25bhdXFwcLi4u/Pfff1SYdlzJWiRS4+4RvqAXlpaWKsf666+/EhwcTHBw8EfHTEJCAlZWVsTHx2NsbAykJ3jkcjnnz59nxowZPH/+nBUrVhBftJzG5z15/Pgxa9as4dy5cxw7doygoCCaNm2aaZslS5Zw/fp1li1blmUZR44cYdq0ady9exeAkiVLMmDAALp3755rL+N3xDEsaJNMJjsvSVL2jYG3dNbHW5Kk/ZIkuUmSVDanZI0gfO5Esubz9ujRIwwNDXn16hXHjx/nv//+y3Wf1atXM2TIEDZu3JgpWQNgaWlJQEAAvr6+hIWFkZCQwKBBg2jdujWrV69mzJgxREZGAnD9+nWKFSuWVRU6ocjvWhvdlz09PVm6dCktW7ZkyJAhQPrNoa4eeAj5V+HChZkxYwbDhw8nNTU12+0mTZpE+fLlM57UP3nyhJCQEHx8fPIqVEATPWoyy+4YdnFxYe/evUrPf/N+bL1792ZxrGKTkerDNbL2jMO6DkHQgrFjx3L8+HFOnTqV43Y1552l6NBNVJh6TIVaZBhb21N5pmJz0mUnOTmZ4sWLZ3nMXLhwATc3t4xkDUCpUqUoU6YMCxYswN3dnYiICOKLpg+Jj3meiET6stg/7LxC8MUYtWKztrZm/PjxbN++nS1btjBw4ECmTp2a8Td//nzKlSvH1atXP9o3NDSUJk2a8M033/DNN98QEhJCSEgIU6ZMYd++fTg4ODBhwgTi4uLUilEQ8ooYlC8Iekwka4TXr19ToEABfvzxR7766iv8/Pyy3fbp06d89913jBo1it9//z3byfgGDhxIzZo18fLywtLSkmvXrlGwYEECAwMJDQ2lSpUq9O/fn6tXr2Jra6utj5bveHh4cPHiRXr16oWdnR3W1tZ07dqV1atXZzzBE4Tc9OvXDxsbG8aMGZPp9bS0NObMmYO7uzu//PILlpaWlC9fnhIlSlCuXDnKlSvHqP+l5Fq+uteA4IsxWknUaOvadO/ePfr27csJu65KzwmiSw9f5v7fUsh/ChYsyOLFi+nfvz+JiVnPNZVxbKkzdO/tfuocpwkJCZiZmX30ulwux8/PL+MBxTs3b97k9u3brF27loMHD3Lp0iUCD0VkmisLIDE1jcBDESrH9aHmzZszduxY1q5dy5QpU5gyZQq+vr48fvyYK1euZHp4cunSJVq0aEG3bt24du0a3bp1w8HBAQcHB7766iuCg4MJDQ3l2bNnlC1blmrVqtG3b1+GDh1KbGysxmLOTkREBIMHD841oScI78s/VzZB+MyIZI0A4OzszKVLlzAyMqJly5ZER0d/tE1AQADlypXDzs6OM2fOsH///hzngzAyMuKPP/4gPj6ep0+fcvLkSbZu3UpERAQhISEcPXqU9evXs3LlStzc3LT46ZRnaWqY6zbamiTQwMCAatWq0aBBA/755x8uX75MixYtOHbsGDVr1qRcuXL07duXPn360K1bNzp06EDv3r2zfAIofL4MDAzYuHEjhw4dYs2aNRmvr1+/nqlTpzJixAiioqK4du0aV69eZdOmTSxfvpx//vmH+OS0HEpWz7skzaigS1qrQxvq/3KZ85Z1FU7WiOukoG2dOnWicuXKfPfdd3nQE1PC0W8fQUFBxMT8f68WRXqBnj9/Hk9Pz49eP3bsGHFxcQwdOhSAxMREOnTogLu7OwsWLKBs2bIsWbKErl278iCbCdCze/1dTKmpqbRv357KlSvj5uaGvb099evXZ9q0aZw8eTJT7H/88Qe+vr6ULVuWzZs3c/78eU6dOoWPjw9WVlb4+vry4sULnj59SseOHfn5558ZNGhQpt5B73NycmLZsmX8999/LF++HE9PT1asWIG7uzudOnXizz//1NrcfRMmTGDVqlXUrVuXzp07K9RrWhBEwkYQ9JBI1gjvK1asGEOGDCEkJITly5dnem/NmjXMnDkTX19f7t27x5kzZ6hfv75C5cpksizHvx84cAB7e3tMTEwUnqA4r4RN/Upndffr14+goCAGDRqEs7MzpUuXpl+/fmzevJnY2Fi2bt1K/fr1adKkCe3ataN37954enrSuHFjBg8enCdP74T8oUiRIuzZs4cff/yRjRvTl6Nu3749hoaGlCxZktKlSwPpE3M2adKETp06KbTMfPFCyi1F7/Q2SaORJKcGbkxVuo5JMl4VUGy+DHGdFPLK6tWruXTpEhMnTtRyTTKQJMaft6B58+YcPnyYMWPG4OrqirOzM7t37yY2NvajIZiSJHH8+HEaNmz4UYnVq1cnLi6Ou3fvIkkSd+7c4fz58/j6+mYsWd61a1eqVauGBR+v8gRg997y2MOHD8fGxgZzc3Osra2JiIhg586dXL58meHDhzN8+HCGDRtGnTp1uHDhAs2aNcvU1mnUqBHDhg0jPDycUqVKUa1aNerUqYOpqSknT57k5cuXlC9fnubNm9OhQwe6du2q0DdXoEABatWqRa9evTA2Nubu3bt4e3vj5+dH2bJlmTJlikLlKGPr1q3s3LkTT09Ptm/fjp2dXa7zHQmCSNgIgh6pPeOw0g1nS1ND0Qj9xP3111+0bNkSS0tL3N3dM16PjY1lzJgxrF27lsGDB2tk+FJERATTpk3j559/Jioq6qM5cPKLvF6K08DAgKpVqzJgwAD69u1L9+7d6dixI2PHjiUiIoJChQpRqVIlZs+enW9W3RK0q3z58hw5coTx48ezbt06bty4gbGxcbarSCnymz4zsWmu27xfnkaf/ctkHz/Rz7N5nsSKUIJ+sbS05MCBA+zatYslS5ZotzKZDAwMeNUqgDGLtlCkSBG2b9/OihUrmD59Op6entjZ2WUM3b1y5Qp9+vQhOTkZZ2fnj4orWrQoI0aMwM3NjREjRlCsWDGSkpJITU3lxYsXGdvFxsbS1DYBc+PMPV/NjQ0zLY9drlw5ihUrRkBAAE+fPuXs2bMYGBjg7OzM2rVr2b9/P5cuXeLcuXOcO3cOKysrfvzxR16/fg2kDzNbtGgRI0aMICgoiKdPn/LFF1+wcuVKbGxsWLVqFfv27aN58+bMnj1b6a/PwMAASZKwtLRk6NChXLhwgd9//534+Pgcz2GqtDOMjY3p0KEDoaGhGcm8Xr16sXnzZqXLEj4fOlslShlilSjhcyB61QhZWbt2LRMmTMDU1BRTU1Nu3ryZ8V6TJk2wtrYmKChIY/WdP3+ejh078vr1a16/fp3tGHxd09WKUeq4ffs2ffv2pXTp0qxbty7LuQOEz09ERAQeHh6kpqYyYcIEZsz4eB0GRa8PupiY+12d//77L15LLmFgYPD/NzkymdLHobaSrbo4H+T2WfTtHCVo3p07d6hduzaHDx/OGH6kzPE8KfgKG0/fU6rOhV0/Xp565syZ7N69GwMDA+7du8eDBw9wcHDIcpj1OydOnGDs2LGEhIRQoEABrl+/Tps2bfD29mbBggUcPnyYwYMHM33jIVadfpjtKlGpqals2bKFP//8E1tbW2bPnp3tcKU3b94QFBTEvHnz+Pnnn6lbt27Ge0eOHGHYsGG4ublhYWGRMQRs2bJlWQ7tUtTz58+xsbHJciJ4bR3DSUlJXLlyhdOnT/Pdd98B6e29/v37q1SekD8pukqUSNgIgh4QyRohK69evcLR0ZG///6batWqYW1tjaOjI8uXL6dixYrY2try+++/06BBA7Xrio6O5sSJE8yZM4fIyEiSkpIoVKhQ+hMmPaTJG9i8lJSURJ8+fYiNjSU4OFivVuESdOfSpUt4e3tz5MgRqlSpwsWLF0lOTqZOnToa+61rK1HzzrubngoVKpCYmEhoaKhKSw5rI2Gjq/OASNgIAJs3b2bs2LEsXrwYHx8fZDKZ0g8dlD0uPvxtpaamMnHiRL788ktatGhBXFwcb968oUyZMtmW8eTJE5ydnXn+/DkFChTI2MfT05M1a9bQsGFDGjduTHx8POfOncPIyEipGFUxZ84cUlJSGDlyJAUKFGDNmjVMnDiR7t2706RJE+zs7PDw8MDU1FThMuPj4ylWrBhv3rz56D1tHcOrVq1i/PjxWFlZYWtry+3bt3FxceHEiRMqlSfkT3q/rLcgCOlEskbIzpYtW6hXrx7u7u4sX76cmTNn4uzsTMOGDalZsybGxsZ88cUXatURGRlJkyZNqFixIlOnTqVKlSqEhYUREhLC6dOnNfRJNC+/HgNmZmZs3bqVWrVq4eXlxalTp8Ty4AJVqlTh559/xsfHh8DAQL788kt8Vp3HcfxetX8febXiU8GCBYH0z3Ly5EmVkjXvyldc7t+NkRgtJehYjx49+P3335k8eTLt27fn/v37Sl/D1O2pZmxszJw5c2jTpg1GRkaULFkyx2QNpD80MjExQZIkTE1NSU5OpnDhwshkMjZv3oyTkxMhISE8fvyYhQsXKhWfqsaNG8ekSZMoVKgQBgYGDBo0iGvXrmFsbMyqVasYMGAAjo6OTJs2jUePHilUpqGhoYrnWdXPze+GuAcGBmJhYcHDhw+xt7dXuTzh06b9VKggCNkSyRohJ87OzoSHh/PmzRv69u0LpI917tGjBwkJCRw6dEihiUizkpiYyNSpU1myZAlNmjTh4cOHGTdckD7Z6afA5Yd93JqlX8eMgYEBc+fOxd3dnb59+2JgYICXlxcFCxakYsWKDBo0CJmqS70K+Va3bt3Yt28f/v7+lPj6Z9IK2IJMpvLsLJpO0uTGyMgIKysrBg4ciLW1tVbqy/hMkvR22prcvx19O/6Fz5OXlxcXL14kICCAqlWrZkw2nhNHv32ZjoXogFZKHdcf7q+s3bt306ZNGwwMDDISNgDbtm1j+/btuLu707RpUzw8PHIcWqVtNjY2zJ07N+Pf165dY/HixZQrV44OHTowcuTIHIdMqZqwkaT0h16KtJdGjx5NdHQ0u3btYsGCBcycOZPFixdz7NgxqlSpwujRo/H29s7YPjo6moEDB7J3714xfFoQQ6IEQVdEskbIjSRJNGzYkAEDBtCnTx+Nlr1w4UJmzpzJ/v37qVEj196Yeis/zmXzPkmSOH36NNevX+fly5ds2rSJ+vXrM2/ePF2HJujA48ePcXZ2puiwzUol7d79xoMvxmh0WW5lj53KlSszZMgQhg8frrEYPpSQkID71GMKfT+6PvbFkCghK//88w8dOnTA4utfFd5Hk8OjFNWrVy9MTEzo3bs3Pj4+nD9/Hicnp4z3K1euTJ06dTh37hydO3dmwoQJKtWjjjlz5lC3bl3q1av30XuPHz9m1apVLF26lM6dO7NgwYIsy0hJScHMzCzbBQGy/b4lifr/bWPy5Mm4uLhkvCyXy+nduzcFCxakQoUKAIwaNQqA7t27c/LkSebNm0dISAg///wzsbGx2NjYZCo6JCSEBg0a0L9/f1asWJHtnD9C/ibmsBEEPabsxdarbDE2DVJv6IuQP82aNYvQ0FB27NihsTIlSaJRo0Y4ODiwfv16jZWrC4ocS2aGMm7MaJkH0ajv4cOHlCtXjsePH+fJfACC/qlRowZxTabknpCQJJAkfmloyIIbFkQ+eq2R+tVJIjg5OTF37lx8fHw0EktWHP3+AEmWvjJODvQhGSISNkJ2Tp48Sfv27bHovzbX3/I77/9eKvsfJD45TeH6VPmtPXjwgOHDhxMbG0v9+vWZNm1aprlhHjx4gK+vLy1btqRnz57pE47noTNnztC8eXOsrKy4fft2ttu9ePGC8uXLs2/fPqpVq/bR+3K5PMdeNjkdx+2TDrNlyxZcXFzo27cvXbp0IT4+HgcHB6pVq0a1atUwMTGhbt26PHv2DDMzM1JSUpg6dSpDhgyhX79+Wa7UlZqaipmZGe7u7rRo0YLAwEAFvhEhvxEJG0HQU3n1ZETI/1JSUrCysmLy5MmMHTtWY8NkTp48yVdffcX9+/dVnmdCn+T3XjYfqlKlCsuWLVN7fiIhf5o7dy5L4srnfLy/TdYASDKZRs4NverYM729h1plODk58dNPP9GrVy+148lK+rEuochQKH055rM7P+lLfILuhIWF0XbzPRRdlt7VtgCHxzTM9JoybcpP7TfXvXt37OzsWLNmDc+fP89x21WrVrF582aOHz+e5fsymQy5XJ7luTSn7zg6oBXdV57kVNRTkNLPTrXtLfnWA2bMmJGx8ma9evV4+vQpy5Yto2DBgkyaNIkOHTrkGPOYMWO4du0aN27cYMKECQwePFgMl/7EKJqwEY/vBCEPiWSNoAwTExO2b9/OmDFjOHr0KJs2bcLKykrtcuVyOZIkfRLJGkWVn7g/3/SyebdakEjY5K3gizEEHorIdmnavOLl5cWS4Cc5byT7/x4m6jbfNdkDrUWLFsyZM4eOHTtiYWGhkTI/ln+SNaBfsQj6pXLlyrD5X4W3j3z0mjdv3mT0vgwPD0cecw0DuwoK9dJRd04bfWNkZMT69esZNGhQrtv279+fsWPH8vjx42zn2JIkSemESM9VpzgV9QyQvfsfZ/+NZ4WJFYcOHeLff//NWNLczMyMFStW0KBBA4XqmT59OtWqVaNNmzYsXryY+/fvU6JECZo3b55pCJbw6ROrRAlCHhHJGkEVzZs35/Lly1SuXJnatWtz48YNtcpbsGABzZo1o3bt2hqKUPcUOVaS0vS/N+k7TZs25c8//9R1GJ+V4Isx/LDzCjHPE5GAmOeJ/LDzCsEXY/I8li+++ELRERJqsTQ1JDqglUYTmfPnzyclJYXGjRvz6tUrjZUL2lnuWxB0LTqgFbx9iJKbd6s12Y/7A4fxe/lq3W0MSlVIzxIoOGLiUzqO3NzccHZ2Zvr06blua2RkxBdffJHjstmqjDr55/bTLF6VZbxepkwZxo0bx8aNG1m9ejUNGzZUOClkYWHB3r17OXjwINevX6datWp8++23uLq6sm7dOqVjFfIvkbARhDwgkjWCOoyMjJgzZw4TJ06kYcOGKt8IpaWlERQUxJAhQzhy5IiGo9R/PVed0nUICvnyyy+5dOkSL1++1HUon43AQxEkpmaeDyIxNY3AQxE6ikgLGRtJQpIkDB9H4nBqDlYhs7l27ZpGqzAzM+Pq1avExsYyf/58jZX7OQ/7ED594VO9FbqJl8lklPl+DwYGBsgyhkK+/VMiy/upJG3Gjh3LX3/9lWleney8fv0aS0tL/vnnnyzffzckSt+4uLgQGhpKZGQkHTp04MqVK0B6j6GJEyfy7NkzRo0axZkzZ3QcqaBNImEjCFomkjWCpvTv35+6deuyYcMGlfY/ePAgly9f5ttvv9VwZLqnyHGT9ZMw/SNJEnK5XEw6nIcePE9U6vX84//nulnYrSoTnGPoafeUxo0bc/369YzGvyYZGRkxe/ZsFi1aRGpqqtrlOSlxDRWzOwj5kbm5+XvXMCn73jJSDu8pydFvX75P3Jg/y8ElAAAgAElEQVSbmys09PLevXuULVuWlJQUevfuneU2MplMpR42eaFIkSIZQ6AqVarE8+fP8fPzo1mzZjx8+JBFixZRp04dOnXqlOPky0L+JRI2gqBFIlkjaNqoUaMICAggNjZW6X2bNGmCmZkZYWFhWogsf8gPvWxOnz5NlSpVMDc313Uonw27Ill/19m9ru+kt71p5HKJBXVSiQ5oRfuqpRgyZAjTpk3D39+fkiVLcuvWLa3UX6tWLWQyGbt27VK7LGVuoe6Ia6iQj0UHtCI6oHU2vWUkkEkaz0q+304NDw/PGHb9YfJCLpcTFxeXOSJJ4tixY4SHhytcX1qa4itbacq0adP4+uuvCQ4Oxt7enjlz5rBjxw6io6Mzfc6sEjZRUVE5JtCczFOyfL1G6QKaCv8jhQsXZtasWTRo0IDy5csTFhaGk5MTO3bswMXFhWXLlmmtbkE3RMJGELREJGsEbahfvz4DBgygbdu2SnffNTMzw9fXF19fX73s+quuT6WXTUhICPXr19d1GJ+V75uXw9zYMNNr5saGfN+8nI4iUpEkAekTZ0b+1Iyjg8pnuxLJN998w/LlyzVS7caNG3Fzc8PGxiZjKdrXr18zZMgQVqxYoXK5ylxHjUT3GuETkfW1TEZ0QBtyythIkkSBP8aBXK5UT5zAwECGDh1KhQoVqF69Ora2tpQsWZKHDx/y6NEjOnfujK2tLU5OTrRv354VK1YwefJkKleuTJMmTahevXqW5f73339s3ryZYcOG0blzZ+rUqYORkRE9e/ZUODZ1PXjwgHXr1vH333/j7e1NjRo1CAkJYd26ddStWxcvLy+ePHmS7ZCovn37Zl+4TMaVJYOoZpc5sV9c9hz++lnTHyVbHh4ehIeHM3XqVCD93P7gwQMaNWpE+fLlefbsWZ7FImiH6G8tCFogkjWCNv3444/s3buX3bt357os5IdGjRrFli1b8Pb25tixY1qKUL/1XHWKTYP0dwWmv//+m++//17XYXxW3q0GpQ+rRKlFJst0PXF1dc1204iICNzc3NSuMiUlhW+++YYpU6bQsGFDHB0dKVq0KHK5nKCgIEaOHIm/vz+VK1dm2LBhCp+zlL2O3polrqPCp0OVdqFMJiMoKIhXr17RLbeV5jJILI0rT/+SCSxevJj//vuPsLAwTpw4wapVq2jQoAH79++nd+/eVKhQgb179zJ06NCMvQsUKPDRfFWSJLFkyRImTpyIt7c3DRs25Pbt2/z1118YGBjQpk0bpT+bqqytrQkODkYmk2FiYoKFhQV16tTB0NAQSZLw8/Pjyy+/zHZIlJ2dHf/mkAweM2YMZ44u4s7bOgCSkpKoVGkKBw4coEWLFtr6aJmYmpoyefJkhgwZwvTp05EkCXt7e/766y9WrlzJ+PHj8yQOQTtk+jpe7301atSQQkNDdR2GIChEJGuEvLBr1y5mzpzJ2bNnlV6G8tGjR5QuXZqDBw/SuHFjLUWoO4ocg/p63F28eBFvb2+ioqIoXLiwrsMRdETVuSWU+V136NCBEiVKqN19fvLkyezatSvb+XDevHnD4cOH2b9/Pxs3bsTW1pbkDnPJqpP3u/iV/fyWpoaETf1K6dgFIT/K7vj48PhX9Dh6N4TS/uRsPD098fDwoFKlSlSvXp3U1FTWrl1LXFwcsbGxxMbGYm1tTZUqVahatSqenp4ULVoUSE/erlixghUrVnDt2jVKlCjB6NGj2bhxI8nJyQwfPpy+ffvq3bXt3aIODRo0oFChQtjY2ODt7U1YWBjLly+n4MB1ZNezKWKqN7Vq1aJ169ZMnz49oz126NAhunbtipWVFT/99BM9evTIk8/y7NkzDh06RO3atYmNjaVu3boAPH78GCsrqzyJQVCcTCY7L0lSjVy3EwkbQdAckawR8opcLqdSpUosXrwYb29vpfY9c+YMderUwd7enr59+zJt2rSM906cOMHAgQMJCQnB1tZWqXIlSVI6eaQNihyHrrYFODymofaDUcLTp0+pUaMGs2bNomvXrroOR9AhVRI2yl5Pvv/+e06cOMHJkyfVOm63bdvGkCFDePDgQa7zLr1+/ZqKU48hZaxw87FedezZePqeUjGIa6kgZE3VdumqVavYuHEjFy5cwNTUFH9/f4YPH46BQfazafj6+nL27FmmTZvG/v37mTt3LoMHD6Zbt240aNAgx3117ciRI6SlpfH69Wvu37/PoUOHcHJy4rvvvqPZ2shs94sOaMXjx49p2rQpXl5eLFy4MGPBgFu3bjFp0iSePHlCnz596NixIwUKaG9uG4B169YxceJE5HI5bm5utGzZEj8/PypWrMjVq1e1WregPEUTNvp75AhCPiOSNUJeMjAwwM/Pj5kzZyq9b82aNQkNDWXWrFnMmzePwMBAtm/fztChQ2nevDmRkZEKTWp88OBBevToQY0aNbCxsaFgwYIkJSWp8nE0SpFjK/LR6zyIRHFPnz6ladOmdOnSRSRrBKWpcj3x9fXl5s2bLFmyRK26u3TpQkpKCk+f5j4/VIECBeDtksTZUSpZI0nApzcflyBoirLnhndt2SJFinDz5k2++OILVqxYwZYtW+jevXu2KymdOHGCrVu3smvXLhITE9m4cSORkZGsWLGCRo0a6XWyBsDb25vmzZsz5qwp8x+U5ZrHN+wt2CLHZA2kf1/W1tYcP36cyMhIWrRokXEudHFxYfr06djb29OnTx/mzZun9ZWoypYtS2JiIqVKlSIkJISTJ08yfPhwlRaqEPSH6GEjCBogkjWCLqSmpuLq6srWrVupU6eOSmWsWrWK+fPnk5ycTOHChVm9ejV169bl7t27lChRIst9YmJimDx5Mtu2baNNmzZUr16d4sWLM2jQIBISEvJNLxt9OQ6fPHmCt7c3TZo0ITAwUC++P0H3HP32pSckZPCuO76mf7M9e/bE2NiYdevWqVzG/fv3KVu2LElJSQr9djW9lPDLVX3o168f8+bN02i5gvApUaWdmpCQwJIlS5g7dy7ly5fnxIkTpKamZvQged+YMWMIDg7GwcGBixcvcvDgQZXbJbqi7lDUN2/eMH78eJYtW4azszNubm64uLhQsmRJQkJCuHr1KqampixdupQGDRpoMvRMXrx4wdWrV3nw4AFeXl7MmDGDEiVK0KdPHxwcHLRWr6A80cNGEPKISNYIumJsbIyfnx/+/v4qlzFo0CDCw8OJiori4sWLVK1aldTUVKytrT/a9smTJ/Tu3RtXV1fCwsK4evUqmzdvxtfXF0tLSwoXLqw3yQZFjjNN3ziqIi4ujsaNG9OsWTORrBEyiQ5oxd7ejrxe0589Pcpo5doRHx+PpaVlxr9VeYh37Ngx7O3tdfTblUhJSWHVqlUkJibqoH5ByB9U6WljYWHB+PHjiYyMZMyYMURFRWWZrIH01ZS6d+/OuHHj+Pfff/NdskYTjIyMmDdvHnFxcWzatIlu3bpRrFgxwsPDOXnyJJ6enty9e5d///1Xq3EULlwYLy8vOnfujJ2dHdbW1kyZMgVHR0e1e1QKuiF62AiCGkSyRtC11NRU3N3dWblypUYmEE5ISKBgwYJ07dqV69ev8+LFC6pXr46NjQ0nTpxALpeze/fuj1afSUlJoVChQsTExGSZ7NEFfe9lEx8fT7169WjdujUzZswQyRohS/7+/iQkJBAYGKjxsuvVq8c///xDp06dCA8P58aNGxQoUICUlBRCQkKoXr16rkMZRowYwZ07d9i7d69CdaYflxI5LU+sEElCLknM8oxn1qxZbNq0CU9PT/XKFIRPXH5st8rlcq5cuYKZmRnlypXTWj3anOz9+vXrXLp0CQcHB+rWrZun1/ukpCRat27NnTt3MoZKCfpB9LARBC3Ljxc94dNjbGzM9OnT+frgaxz99mX6U4W5uTlr1qxBJpPRs2dP4uPjefDgAXFxcdSrV4/Q0NBslwpOS0ujUKFC6nwcjdL3XjYzZsygSpUqIlkj5Mje3p7Hjx9rpez+/fvTvn17ChcuzKBBg7h//z52dnYkJSVRu3ZtzMzMsLGxyTFZFBkZqdRNVHRAK5BLb+efSafSw0MZXJ3UgJ49e5KcnIyFhYXyZQjCZ0bVOW3y0odtGWe/fVSpUoXy5ctTp06dfJlwqFChAj169MDLyyvPr/dmZmYcOXKE27dv58vvThAJG0FQiUjWCPrE71IhyKIBoEpDSyaT0b9/fzZv3sy4ceOYOXMm9+7dY8eOHSxfvjzbm6JXr15hZGTE1q1bla7zc3Tnzh1Wr15NQECASNYIOYqNjaV48eJaKXvAgAHs2rWL1atXM3LkSEqUKEFSUhJbtmwhMTGRuLg4li9fztSpU+nZsyc///wzDRo0wNzcnL/++isjPhsbG6XqLfn3TPqZh6p5bZRlDOdKSEjIdYUqQRDS6XPSJsu6DAxw+H4PBQsW5Ntvv6VLly5MnDiR8PBwJEnKNBxSLpfz8uVLrl27lmcxC4K2iYSNIChJJGsEvaSlm/4BAwZgYGBAQEBAjtsVK1aMoKAgRowYwejRo0lLS9NKPMpa2LVKrtvk9RNESZL4/vvvGTVqFHZ2dnlat5D/nDp1SqvDAD5UvHhxLl68iKmpKYULF8bHx4cNGzYgk8lYtmwZZcqUoVOnTvTZFYvj+L08bz6dZc8q4Th+r8K9+6pXr87Zs2czhkepm7QsXLgwz58/V6uM7Fy+fBkfHx9ev9avleUEQR36nLTJkoGMosM289VXX3HmzBmePXtGs2bNKFasGNbW1owcOZJvv/2WAgUKULp0ab744gv+97//KVy8zj+fIORAJGwEQQkiWSN8boyNjVmwYAFz587Nddt27dpx/vx5tm7dSs2aNRk/fjy//vorYWFheRBp1tpXLaWzurMzf/58bt68ia+vr65DEfTcunXruH37dp4u9W5ubs7Lly8zvdahQwc2btzItWvX2LhxI5ecumNgXjA9USyTpSdc3iZdJEnK9VpZvnx5rlca9vZfqiVr3r++uri4cOvWLZXKyUlaWhpdu3bl7t27DBkyROPlC4IuKdtGddJpUkOGgYEMKysrHBwc+OWXX7h37x5hYWHcunULExMTChUqRFRUFGFhYaxcuZLBgwfrMF5B0ByRsBEEBYlkjfC5Mjc3582bNwpt6+rqyu3bt2nYsCGhoaEEBgZSt25dfvnlF4XL0DSvssVy3SYvnq6lpaURFBTE/Pnz2bt3r5hzQ8jR8ePHGTduHNu3b9fKbyUhIYHmzZvTqFEjGjdujLe3N02bNuXcuXNUqFAhx31fpmQ/aXBuvWUePXrEhAkTwEBzvQLt7e21svLKixcviI2NJSQkhLNnzyo8sbIg5BfKtFUloPzE/doLJlcynH74//plMhllypShZMmSBAYGMmvWLEqWLImDgwNHjx6lffv2eRKV6J0jaJtI2AiCAkSyRvic7du3jwYNGii8vYWFBfPnz+fo0aNcv36dHTt24O/vT5EiRejXrx/Pnj3TYrQf2zToizytLzvDhg1j7NixBAcHY29vr+twBD12//59unbtSlBQEBUrVtRKHaGhoZw4cYL69evj5eVFrVq1qFGjBsOHD9fqkrw7duyg2NBNqL1K1HvMzMxITk7WWHnvnD9/HisrKywsLJgxYwbz58/XeB2CoGvKtFmT0iRqzzisxWhyl1Ob/PLly/j6+vL3338zfvz4PIxKELTHSNcBCIK+E8kaQd9FB7TK/DuVJJBJRAe00Uj5cXFx2Nraqrx/8+bNiYuLIzQ0lKFDh1KyZEmMjY1xcnJi9uzZtGjRQiNx5sTVtgCRj3Keg8LRb5/Wjt/4+Hi2bdtGZGSk0hO0Cp+fH3/8kcGDB9OoUSOt1ZGamoqlpSVTp07VWh1ZmX2ntNpzbn14nJqYmJCSkqJWme87deoUT548YfDgwaxfvx6Atm3b8s0333D//n1Kly6tsboEQR981I7IwcOXKTSd/xeHxzTUaAxPnjwBuTxjqKUqFixYwK1btzh8+DDFiuXeuzaz7HsOCoIuiR42gpADkawR8ovogFYZf8m/DeJ3nxIaK/vVq1cUKVJE7XJq1KhBaGgoV65c4fTp0zRt2hQfH588meNG0w1LZYWEhFCzZs08SdYEX4zBK+AYTn778Ao4RvDFGK3XKWhOfHw8O3fuZPTo0VqtJzk5GSMj1Z7bWZoaqrRfWlqaWjdj2TE1NdVoD5sVK1bQu3dvfvjhB5o2bZpRR/Xq1XU6J5cgaJMybdjIR69pOv8vhbZNTk5m5cqVtGzZkqJFizJy5Eji4+M/2m78+PE0fbZHofNDdu3z5ORk2rRpQ5kyZRSK7Z3ogFYgl0hP2ihvUvAVlfYTBEWIhI0gZEMka4T8qlu3bmzatElj5SUnJ2NmZqax8lxdXalYsSLz5s3DxsaG6OhojZWdY722BXLdRltj0Q0MDDA2NtZK2e8LvhjDDzuvEPM8EQmIeZ7IDzuviKRNPrJz504aNmyIlZWVVutJTk7GwEC1ZmB8suKrwN29e5fVq1fTtm1bnH7Yp+LtUM4KFizI48ePNVaeXC5n9OjRjBgxItPrzs7OREVFaaweQdA3mk7azJkzBzMzM+bNm0e/fv04d+4cL1++pGLFipmSn2fPnmX//v0KLXCQnSNHjnDixAmGDx+u0v4TXP57m7RR3sbT91TaTxAUIRI2gpAFkawR8rNx48bx22+/cerUKbXLunXrFufOneOLL7QzD4yXlxdz5szRStkf0mUvGwsLCxISErReT+ChCBJTM99MJ6amEXgoQut1C5px9OhR2rZtq/V6UlNTVe5ho4ihQ4dSunRp3N3dCQwMxNbWFgMDQ7WX8M7qetuiRQt2796tVrmQvsLVkiVLOHbsGKNGjfrofWdnZ62sRiUI+kQTSZvExEQ6deqEv78/EyZMYPv27XTp0gUXFxfWrl1LYGAgLVq04OTJkxntDJNeK/CcdUKlmF+/fk2/fv1Yu3YtBQsWVKmMp0+f0i75iEr7fop27NjBqFGjsuwNJeQtkbARhPc4+e0TyRoh3ytZsiQbNmygXbt2rFy5Uq2yxo4dS/Xq1WnZsqWGosvs8ePH3LhxQytlZ6V4IZNct9FGLxtzc/M8Sdg8eJ6o1OuCfpEkiQsXLmhtouH3paSkaC1h43p+IceOHSMwMJD4+HgiIiI4Yt1BK3UB3L59m1KlSqlVxosXL+jcuTPr1q3jr7/+wtLS8qNtmjRpwrZt23j16pVadQmCvlM2afP+RMSSJPHjjz+SmprKw4cPmTFjBh4eHpn28btUCOPeK+ix+yneq24w554DkhrJ3LS0NF68eKFWT9Zq1aoRGhqq8v6f2mpR169fZ+XKlXTp0kXXoXz2RMJGEN5y9FO+q7ZI1gj6qlWrVpw4cYJFixbRrl077t69q1I5Hh4eGh1q8KFTp07RqVMnrZX/oTMTm+ZZXe/Lqx42dkXMlXpd0C8XLlwgMTGRWrVqab2u5ORkDA1Vm4smZxKPHj3CwcGB7t27a7UXzzuLFi1SeRgEwLNnz/DqMYqrTl152nQafbff+2gYYWhoKKGhoZQpU4aTJ0+qG7Ig6D1l2rgPX6ZQfuJ+JEli1KhR/Pnnn6xcuTLLxOf/JzZkGXNayd7+qcrS0pJt27bRo0cPxo4dy4sXL5Qu4/r165QtW1a07d8yNzenbdu2HD58WCur8AmKEwkbHZAkbYzgFtShSlZcnNAFfefm5saFCxeoVasW1atXJyAgQOmVVLZt26a13jWQvoKUKg0rdehiLhsDAwNSU1M1WmZWvm9eDnPjzDfh5saGfN+8nNbrFtT322+/0bdvX5XnllHGmzdvtJJMkaT03juhoaG0a9eOLl26aOx4yuq6e/jwYe7evUu3bt2UKksul/PHH3/Qq1cvanb6hsRKHUgytMh27qevv/6awYMHc/bsWSpXrqzuRxGEfEHZJb+df9jP7t27CQkJoXjx4lqM7GMtWrQgLCyMR48e4ejoyNChQ/n3338V3n/t2rV8/fXXasXwKfWyadOmDUFBQcjlciIixLBqXRIJmzyWmpqKgYEBixcv1nUoAuknVpGsET5lpqamTJw4kXPnznHixAk8PT05fvy4wvv379+fnTt3ai2+CRMmsGfPHtavX8+WLVvYvn07e/bs4dChQyQmamcYj6Jz2Why1YcbN25Qrpz2kybtq5ZiVkcPShUxRwaUKmLOrI4etK+q3nARIW+cPn0ab2/vPKnLyMiIJ0+eaPzJqUwm48CBA3Tt2hV7e3tAew+qHj9+zIgRI5g9ezYmJrkPd5QkiTlz5jB06FCcnJzw9/enfv36WNbrRZosc6Lzw7mfPDw8qFChAv369aNECc2twicI+k6ZNq8kSdBliUZWlsxJdjFZW1vz22+/cf36daysrKhWrRq//fZbruU9ePCAmJgY6tevn2P5n5Ny5cohl8sBGDZsWJ70Es7Oo0ePGD16NEOGDNFZDLokyw+9PWrUqCGpM6ZQnyQmJmJhYcHRo0dp3LixrsP5rKmaBRcncSG/kiSJPXv2MHLkSCpUqMDUqVOpWbNmjvu8fv0aW1tbDhw4kNGQ0bT27dtz8+ZN5HI5aWlppKWlcf/+fQ4ePKi18+Sk4CsKreqgqePd398fuVzOTz/9pJHyhE+PJEkUKVKEqKgora8QBek9bNzc3Khbty4bNmxQejhCTtfQ948bTT5xfr/chw8f4u3tTevWrZk5c6ZC8UdERNCgQQMmTpxI/fr18fT0BNLnr8uqNSwD7rytc+nSpVy4cIE1a9Zo4qMIQr6j+LEsAbJsr5/qnhOUuS5fuXIFHx8fWrZsydy5c7PtVbh27Vr27NlDcHDwR+997g92u3XrRlBQECNHjmThwoV5WveaNWv4+eefuXbtGgULFqR8+fKf1JBUmUx2XpKkGrltJ3rY5DFzc3MOHz4skjU6VNn/oEjWCJ8lmUxGu3btiIiIoE2bNnTs2JE2bdpw4cKFbPc5e/YshoaGVKpUSWtxBQcHc/36dW7cuEFkZCRXr15FkqRck0nqmN7eI/eNINNEiuoICwsTwyiEHL1584bExERMTU1ZtmwZ3t7eNG7cmIEDByo9lFERRkZGnD59mgMHDjBz5kyl94+a2QLk8o96z2jrOvmu3KtXr/LNN9/g7u5Oly5dFE7WABw7dowGDRowYsSIjGQN5D73k1wu59SpUzg4OKj5KQQh/1L82E4/HrPqxZ6XyRpI7xl35swZwsPDKVGiBF26dOHatWuZtpEkiUWLFjFs2DC1YvtUrV69msDAQMaOHZun9UqSxLhx43j+/DmFChXCw8ODadOm5WkM+kL0sBE+K6peKLzKFmPTIO0saywIupKUlMSqVasICAigVq1aLFq0KGMIA6TfQLq7u9O+fXsCAwPzLC65XE7hwoVZtWoVXbt2VXsZ4OwEX4xhVNClXLfTxA1o2bJl2b9/f54MixLyr5IlS/Ly5UtKlixJ27ZtsbCw4ODBg9y/fx8vLy8kScrohfbu7/2eaXK5POP4WbduHba2trnWGRoaSpMmTRg1ahQ9evTg0KFD3Lt3Dzs7O9q2bYuLi0uW+9WvX58HDx7w999/U7JkySy30WTvmoV1Ulm8eDE3btxg8ODBDBo0SKmVoZ49e0aFChXYtWsXderUyfRe8MUYfth5hcTUtIzXzI0NM4YT7tmzBz8/P0JCQrC2ttbYZxKE/EgX87Soex2Wy+XExMSwdetWAgMDOXXqFGXLlgXgn3/+oWfPnkRFRWU7f9jn3ssmL0VHRxMXF0ehQoX4448/AOjUqRNOTk46jkzzFO1ho/2p+wVBDyh6Y5YVccIVPlVmZmaMGDGCgQMH8u233zJ37txM82utXLmSJ0+eMHv27DyNy8DAgClTpjB8+HB27dpFUFCQVuppX7WUyucFZSQkJPDgwYOMxqEgZMfOzg5fX1969OiR8Zq/vz/Tp0/n6tWr2NjYYGRkhKGhIYaGhhn///3XDA0NCQ0NxdXVlZEjR1K9enXs7OwoVaoUJUqUyLghef78Odu2bWPfvn1YWloyf/585s+fj6OjI3Z2duzbt48ffviBdu3aUbVqVdzc3KhRowYODg706NGDu3fvcuHCBbWHb727xuZ4QyRJzJ49m++++w4fHx+F5qv50P/+9z88PDw+StYAGXM8BR6K4MHzROyKmPN983IZr8fExPDll1+KZI3w2curZI2m294GBgaUKVOG77//HrlcTp06dXBzc8PJyYmDBw+yePHiPJnsXcjZmTNnaNu2LVZWVoSHh1O0aFEuXbqU6WHi50gkbIRPnjoXF5GsET4H5ubm+Pr60rhxYxISEpgxYwZpaWlMmjSJ5ORkFi9ezKhRo/I0Jl9fX3r37o2DgwOxsbFam+QzOqBVrucIR799ap0Ldu7cSaVKlfJkeWMhf3NycvropsHIyIgpU6YoXdaOHTv46aefWLduHS9fviQhIYHU1FRMTEwwMjLi9evXH+0zceJEHB0dGTduHK9evaJEiRLs2bOHCxcu8ObNG2JjYylUqBBv3rwhNDQ0x2SNMtfeXLeVwalTpxQuLytWVlbZTpr5Yf0xzxMzTdQdGxsrkjWCkAfyot09fvx4xowZw59//kl4eDiLFy+mWLFiucal7P2Eum2Hz9G+ffvo0KEDy5Yt4/Hjx7i7u2utl3V+IlqPwidNzFUjCIqpUKECN27cYPr06ZQvX57k5GTq1avHyJEj6dWrV54nbABsbW2xsrIiNDSU1q1b53n9mpCYmMiIESOUWplL+Hy1b9+eyZMn07x5c4oWLapWWT4+Pvj4+GR6LTU1FQcHB/777z8MDQ0pUaIETk5ONGnShNq1a9OtWzdMTExYvHgxHTt2xMLCgubNm1O4cGG2bdtGUlISV65cwdHRERsbG7XiA+XnxFBH8eLFefDgwUevZ9dOeP9m68CBA8yYMUPtGAQhP9O3JasVnfg8K8bGxrRq1YpWrUmqOMgAACAASURBVBRv7yvUG1BQS7t27ejUqROWlpYYGhrSrVs3ypQpo+uwdE4kbIRPkuhVIwjKK1KkCHPnzkUmk5GQkMDSpUuRy+UkJiZy9+7dPJ9w882bNzx58oRq1apptR5VnpwpKioqihIlSlClShWtlC98Wnr16sWFCxfo3LkzBw4cwNjYWKPlGxsbk5CQwMWLF7P8Tf77779YWFhk6g22atUqKlasyK+//kr//v0Vmgxco71rgIVd1T9+ypYty6tXr4iOjsbR0VHh/aKiooiOjqZRo0ZqxyAIQvaUaX9ru2espuhLHPlF9erVuXPnDk+fPqVIkSJimNpbImEjfHJUvfEyksGtWeKkKgi1atViy5YtQPq472rVqtGlSxf+/vtvleaOyM27iVI/HDI0f/58rK2tsbOz03ideSUqKuqTnChP0J7AwEDatGnD9OnTmTp1qsbLl8vl2SaCLC0tP3rN3t6eX3/9lQEDBuDj45PlNqpQ5ibm/eFJqjI0NKRt27Zs3ryZCRMmKLzftm3b8PHxEUMahc+OvvYkUTSu3LZb2LWKRs4tgublNkTtcyPSVsInI6vlAxUVHdBKJGsE4S03NzciIyMz/r17927S0tJo0aKF2mWnpKQwY8YM2rRpQ6VKlShRogTm5uaYmJggk8kwMzOjefPmPH78mHnz5jF//ny169SlqKgonJ2ddR2GkI8YGhoSGBjI2rVrkcvlGi9fkiSlkw+dOnXC0dGRjh07kpSUlOO2uV2H31+dNK9vCEePHs3ChQs/Woo8J5s3b6Zbt25ajEoQ9Me7trS+Jms0aVTQpTz5nJ/Ddylol0jYCJ8EMQRKEDTHxcWFyMjIjJsaGxsbHB0dFVoiODft2rVj1apV2Nvb891337Fjxw5iY2Mzlia+evUq5ubmODo6kpCQQKFChdSuUxHaOA/Ex8fzyy+/0KRJE42XLXzaKlasiLW1NUeOHNF42Vn1ZlPEqVOnuHv3Lk2bNs128t7K/gcVKmu8wz2Fr9uaPDaLFSuGTCZTeBLLsLAwnj9/zpdffqmxGARBX6mbWIgOaKXW8aqrxMb7SSptxSCSNoI6ZMo8ZdCVGjVqSKGhoboOQ9BTYmJhQdA8ExMTXr58iampKcnJyRQtWpTTp09TuXJllcsMDw+nevXqhIWF4eLikuO2kydPZu7cuZw6dQpPT0+V61RGbucSZc4ZkiTRqVMnbG1tWbZsmbqhCZ+htWvXsmPHDvbtS/9dZvX7VOU6ZmFhQXh4uEpzUqWkpODp6YmlpSUHDhz4qNu6ItdjeWoyBsamCtepyWv1hg0bWLduHUePHs30enbf7fjx4zEwMGDWrFkq15nddyLaIII+0USyRpvlabJsdetXJwZ9O+5/+eUXJk2aRLVq1Vi0aBEVK1bUdUifFZlMdl6SpBq5bSd62Aj52qdywhQEfVOgQIGMZX+fPHmCXC5Xu4fNsGHD6NGjR67JGoDevXtnxJEfzZ07l/v377Nw4UJdhyLkUz169CA0NJSIiIgcVzJS9jooSRKGhoYqxWRiYsKVK1eQy+WULFkyUyJDsTgkMFR8ImVNXqufPn3KuHHjslzt6V3PgPf/5HI5mzdvpmfPnirXmdN3Ip64C7qWmprKnj17+OmnnwDNPsBX99h19NuHkw6Pkdx63Kj6+fTtuK9ZsyYymYwqVarQsGFD5s+fr9SQUSFviISNkC+p2m3R1baASNYIggIKFizIq1evALCzs6NZs2YMHTpUrTLj4uLw8vJSaFtXV1dq1arFihUr1KpTF65evcq8efP4/fffMTVVvCeBILzPzMyMIUOGEBAQkOu2ynTnV3VI1DtGRkacO3eO3r17c/LkSaX2lcslDAwUG47kaqvZZO3y5ctp2bIlderUUWj7s2fPUqhQISpVqqTROARB1+RyOStXrsTNzY05c+bw8uVLtfI1WbWrNZGYkLIoRxcJj0+5l1zNmjX56aef2LVrF7t372bz5s307t2b5ORkXYcmvEdMeS/kK2KuGkHIG+962GQccxWGIEmSWktUPnr0SKkJeNPS0ihcuLBKdenSiRMnaN26Nfb29roORcjnfH198ZgRotTTtdyOUVUmHc7KDz/8gIeHBxERETT/9ZYCe8jfzh2jWMLm8JiG6oSXyaJFi1iwYAGLFy9WeJ/t27fTqVMnjcUgCPogMTGRgQMHEhkZycaNG/Hy8tJ421rTSRV96JWS3Xn13Wv6EKOqvvnmG16+fEmvXr3YunUrc+fOpV69emzbtk2scqknRMJGyBfUORFamhoSNvUrDUYjCJ++169f02J9VKbXZDIZfJC0efHiBdHR0bi7u+e45PexY8dISUmhXr16CscQHx+vV0s7Kpqsun79OhUqVMiDiIRPXeHChRXukfK+D3+rjx494saNGyQmJqrdw+adsmXL0qxZM6pUqYLtd7/nMpGvhCTlPtmvJEnIZDKNPmBJS0vD39+fv//+Gw8PD4X2kSSJHTt2EBwcrLE4BEFXDhw4gIeHB4sXL2bdunU0bdqU//3vf+kT/CvZvs7u2NSXhIU2577JqQ0QHdBKqeXG9e0h8vjx4ylVqhStW7dm7ty5PHnyhNq1a7N+/XqNrBAqqEckbAS9J3rVCELeSkxMJC4ujhJZvfn2hsvRbx8Xx9elVq1aPHr0iMTEROzt7fHy8mLhwoXcuXOHnj17YmhoiLm5OZcuXaJ3795KzZ3x+vVrNm3ahFwux9nZmQULFtC0aVPGjBmjkRvODynS4HrX0Mpqu9szvmLTpk0EBQXx+++/azw+4XOlfMLmQyNGjODgwYMUKVIEFxcXChYsqIG4IDg4WIFrtIQkodDKTDJJouLVZYDmrt1hYWGULFlS4WQNwIULFzAyMlJrknVB0AfHjx+nZcuWlC5dmlatWnHy5EmF5pH7kK4nAdYEZZIq2fmUkza9evWiYsWKDBgwgGLFivHTTz/Rv39/5syZQ58+fXQd3mdNJGwEvaXNGeYFQcjenTt3cHR0JCmX7arOOoFNkSJERETw/Plz9u7di7+/Px06dADS577p2rUr8fHxREZGcubMGZKTkxWe12Xu3Lns3r2b5cuXExMTQ4cOHVi9ejUzZ84kLCxMZ0OOsjs3lf1hP3YnlrN9+3axDLCgV1JSUujVqxdLly7N87oVTdYA+JaJZvT8QxqPwdhY8YmOAXbu3ImPj4/CcQuCPpIkidGjR2NhYYGzszPLli1T+Tf97rqnqSFAuhpKpIl6s0q2qFKePiZtqlatytmzZ1m6dCn+/v6kpKRw8+ZNXYf12RPLegt6Z1LwFTaevqdWGfp2AhSE/GTPnj2sWLGCax7f5LhdVsMXkpKScHZ25sWLF8TExFCkSBEAnj9/TvXq1bG1teXAgQMZrytLkiS6d+/Oq1ev2Lt3r0pl5EStxqMkcSeglbjJEzRKE6shdujQATs7O40nbIYMGcLBIm1y/s2nZ2xyLSs6oBWXL1+mT58+XL58WWMxPn/+nDJlyvDs2TOFe+ZVq1aNxYsXKzWEMzuf8oSlgn6TJImiRYsyf/58GjRoQNmyZT/aRhe9YzS9BHhu5edG1z2E9PVckJCQwL179yhfvryuQ/lkKbqst+hhI+gVTZw09fXEJwj5xa1bt3BxceFaLttldZNmZmbG6dOnuXTpUqakTJEiRQgPD6du3brUqFGDv/76i9KlSysdm0wmw8vLi7Vr1yq9b24UXpZYIusbUJniPQkEQdsy/Z7dBnAR2KehJ7pJSUnUr1+f2NhYDHq0zXljBZM1kL70doECml0dqkiRIlSpUoWdO3fSpUuXXLd/+PAhUVFR1K5dWyP1izaJoCsymQxnZ2fc3d2zTNboi+iAVgRfjGFU0CWNlPf+uU+R40/XEwfrY08bAAsLC5Gs0RNiWW9BL6i6TPc7lqaGRAe00ssTniDkN7dv31ZpjPs79vb2tG378U2ciYkJZ8+epUKFClStWpWrV6+qVL6dnR3x8fEqx6cWiRymFBHJGkFPyWSZ5p9SR1JSEq6urpiammqkJ8z71+1Dhw7h6empdpkfGj16NAsXLlRo2yNHjtCoUSOlh1EJgr559uwZkZGRVKxYUdehZMiund6+aimiA1rRq45mhzq/u79Q5Lyny/sIXffyEfSbVhI2MpksUCaT3ZDJZGEymWyXTCYr8vZ1R5lMliiTyS69/VuujfqF/EWdk1TxQiZEB7QSq0AJggbdvHkTFxcXrTRcDAwM2LNnD926daNu3boMHTqU1atXExMTo3AZVatW5b///qNly5aUKVOG/v37azzObCmxLLEgfIq+/fZbSpQowfHjx6k6+6RaZX14jvHy8uLAgQNqlZmVVq1aERoaiiLTAOzdu5evvhJtCiH/GzduHP369cPS0lLXoSicDJneXvHJwZX1fvImp3sP8fBX0Dfa6mFzGKgkSVJl4Cbww3vv3ZYkqcrbv6Faql/IB9TtVRMd0IozE5tqMCJBEAAiIiIyusFqq+GyZMkSfv31V2JjY5k3bx5ubm7MmjWLlJSUXPd1dnYmMDAQe3t7AgIC2LBhA7GxsVqJMys5rRAhCJr2/78rzc05qOq198GDB2zbto25c+eqvVLbh8fLy5cvWbZsGe3atVOr3KyYmppiYmLCq1evctzu6dOnHDhwgM6dO2s8BkHIaydOnGDQoEE5bvM5X7c+TOAoO5RKG/EIQla0PumwTCbrAHSSJKmnTCZzBPZKklRJmTLEpMOfFie/fWo1O73KFmPToC80Fo8gCP/v1atX2Nra8vLly0xLcDv67cuYZPhDmmjYHDt2jL59+2JkZMSyZcto1qwZBga5P1OQJAkTExNiYmKwtbVVKwZFu0wLgi44+u1TeAJfRSn6e7537x49evTgxo0btGrVivXr16s9jPldz9g7d+6wfPlyfv31Vzp27MiSJUu0MhzJw8ODhQsX0qRJk2y3WbJkCadOnWLz5s0ar18Q8pqXlxfdu3fn22+/VXgfbSYNFDnfiKSFaGd8ThSddDgv5rD5Gni/f6uTTCa7KJPJ/ieTycS6p58ZRzWTNdEBrUSyRhC06ObNm7i6umZK1gCsbWae5XACTTUsGjduzN27d+nW7f/Yu/OoqOr+D+DvCwyLbCKLLIIgKFqAqLjhivuShppRaWppbmWmZeLSz+WkkppL+qRlmfujlEqlJe47oigoLmwqIAyL7ILsc39/mPOEgMIww7C8X+dwjty5c+/njjpz73u+9/N9B+PGjYO1tTWWLVuG1NTUlz4vMjISenp6NQ5rYmJiIEu8g8pGMbBHFqnbg5VDkbl1nFK3WdWLo5kzZ0JLSwtbt27Ftm3bsDggXOF9agnArWVDcPnyZYwZMwadO3dGcXExLl68iK1bt6qsd8z8+fPx2Wef4cKFC2Xey0RRxNWrV/HVV19h5cqVrxyRQFRfbNy4EevWrUNJSYm6SwHw6vcbhjXP8HWgFyk8nlUQhJMALCt4aJEoir//s84iACUA9v7zWBIAO1EU0wVB6AQgQBCE10VRLNc9UhCEqQCmAs8aWFL9VtM3H14oEdWOiIgIODs7l1sukUhQsmcapFKpyvatoaGBVatWYcWKFdizZw+WLVuGixcv4sSJE5U+58SJE7C0tERRURG0tbUV2m9GRgaGDx+OxZ9/jnOCKS7dz5A/xhF9VFdoaGigS5cuiH5552uF+Pv748svv0ROTg5cXFywZ88e+blXQkICgoKCcPDgQfTt2xcAsOdKfDX38Gx2tfHdW+ID1ybo2bMnpFIpPvvsM+zcuRMGBgZKPZ6KvPfee8jNzcWHH36IZs2aYe7cuWjSpAlWrFiB9PR0jBkzBr/99ht69Oih8lqIakOnTp3QqlUrfPfdd5g7d+4r16+NoOD5PnheT1R1Cgc2oigOeNnjgiBMBPAGgP7iP19liKJYCKDwnz9fFwThPoA2AMrd7ySK4o8AfgSe3RKlaJ2kXjV98xcAPOSbOlGtiYqKqjCw0dLSgkwmq5UaNDQ0MGHCBIiiiM8+++yl6/7yyy+Ijo5Gly5dEBQUBD09vWrtq7i4GGPGjMGIESMwderUZ98SENVRgwYNQnQalJrXZGRk4MMPP8TXX3+NHj16YNOmTWjbti0MDQ2hpaWFjIwMDBkyBL16PRsUXe3PdVGETBRRtOsjfPxZKDp06ICFCxfi448/LjeST5U0NDQwffp0fPTRR/jzzz+xYcMG5ObmYv78+Rg9enSt1kJUG8aPHw8tLS18+eWXePvtt9GiRQt1lySn7KmsY/2Go+uKE0h58uo+eET1Tc06xlVCEIQhAOYD6COK4tN/LTcHkCGKYqkgCK0AtAbwQBU1kHo5LTiKkhrGbEzfiWpfQkICunbtWm65lpZWlWZYUZaioiLMmzcPX3/9daXrlJSU4Pbt2wgODsb777+PSZMm4cCBA9Xaz6lTp5Cbm4tvvvmmpiUTqdzbb7+Nzd+HK3V8Tfv27dG3b195OLpr1y6sWLECSUlJyMnJgbu7O8zMzAAoFtZAFOEZvxe/Z2cjPz8fxcXF6Nmzp9oCEk1NTXh7e8Pb21st+yeqDUVFRWV6MV27du2lgU1DuA3n+UQkDeFYlB1oUf2mksAGwGYAOgBO/NOg8so/M0L1BrBcEIQSAKUApouimFH5Zqi+WRwQrsBQ6bL4BkWkPsnJyWjevHm55f/9739r3CemOsaNGwc7OzvMmDGj0nUiIyOhr6+PLl26YM2aNdVqrPjcjRs34OXlxW/XqV5o2bIlBCjeP+ZFoijiww8/xKJFi8ost7W1ha2tbZll1b8Iejay5u7/ecHAYATs7OwQFBSEN998Uz5LHBGpxr8/07p169bgw5qGcAwvYmhDz6kksBFF0amS5QcBHFTFPkn9lPFmyTcmIvVKSUmBpWX59mS2trZITk6GTCar0uxNNXHp0iX89ddfuHHjRqX7SkpKgo+PD1xcXOS/K9LDJjs7G02aNKlRvUS1ShT/uSWq5uNsBAFYtmzZK9eryed7RkYGDAwMIIoiPvjgAwDA+++/r/D2iOjVNDU1sWTJEixbtgwXLlyAlpaqvqNXnli/4Q0yeKkJ9vwhoHZmiaIGzt73qFKaCvPNiEj9kpOTywU2OTk5OHToEPT19Wulj82sWbPQpEkTHDx4ENeuXUNubq78MZlMhqCgILRv3x42NjY4e/YsPvroI8ydOxfTp0+v9r4GDBiAkydPKrN8IpX62i27ssnMKlfp7YwvD30WB4TX4PNdgIYgoOfmm3BxcUFWVhYePnwIExMTfPHFFwpuk4iqavHixejRowfWr19fq/utyfm8lnL7qTcYDLIat7oft1KdVtM3kA0+7vDuYKOkaoioJmQyGVJSUsrc+lRYWAhPT09oaWkhIiKiVr6lO3bsGDZv3oxDhw5h3bp18lEwlpaWiI+Ph0QiweTJkzFkyBDY2dnBwMAAFy9eRIcOHaq9r9zcXBgbG6vgKIhUY+zYsVgcXvnMadVV0ee40r7pFgRoCMAnn3yCvn37IiEhARYWFmjXrl3Nt01EL6WlpYWtW7di2LBhmDdvnkr3VdMvXRlIvFrXFSfkfXqocWFgQwrh7E9EDU9AQADc3d2hq6srX+br64unT58iJiZG5bdCPWdhYYHly5dj+fLlAJ41Fw4LC8PNmzfRs2dPODs7491338WYMWOwdOlSzJ49GxKJRKF93bx5E+3bt1dm+UQqpaOjo+xZvctR7sWTIB/9tmPHDri7uytx20T0Mu3atUNaWhpyc3NhYGBQ7nF1tjNwW3IMOYWlNd6/qr3q+GorbOIMWI0XAxuqNmXc/kREdYsoili5ciUWL14sX3b27Fn89NNPCAkJqbWwpiJaWlrw8PCAh4cHioqK0KVLF6SkpODmzZtwdHSs0bbPnTuHWbNmKalSotoi4Nl9UfXr/oHbt2/DyanCNodEpAKamprw8vLCJ598gm3btin85YYq1JWwpqbXJZU9XxVBDhsRN04MbKjKGNQQNVzHjx9HQUEBRo4cKV82a9YsTJ8+Hc7Ozmqs7H/S0tLg4eEBKysrhIWFwcTEpEbb++OPPxATE4M33nhDSRUS1Y5q3bIkimqPdux9j+L01HbYsWMHgoKC1FgJUePj7++P/v37w9/fH+PGjVN3OWqhjmsQVTVRZmjT+DCwoVcaty0Il+4rPvs631SI6r4jR45gwoQJ8pE0t27dQmxsLFasWKHmyp5JS0uDq6srevfujd27dys0I9RzoihixYoV2LJlC/z9/Wu0LaL6QBDUPRJHRN+td/D111+jdevWaq6FqHHR19fH+PHjsWvXLrz33nvy9wNVhQl1hbqvP1T5WjC0aVw4SxS9lL3vUYXDmtYW+nwzIaonTE1Ny8zGtHv3brRv375OhBlZWVlwc3NDnz59sG/fvhrXtG3bNvz222+4du0aevTooaQqiWpXlT9fVRTWPJsxrqrTVQnQ0NCAX6ytSmohopebNm0apFIpAgICACg3THg+W6yqwxrOKFtWXQrHSLU4woYqxNufiBoXKysrhISEyH8XBAF6enpqrOiZnJwcuLi4oHv37ti7dy80NTVrtL2kpCQsWrQIZ86cgbW1tZKqJFIP+ZB7UVRZMFMRmUyGGSa38UO2m3yZKIp1YCQPEVVEIpFg2LBhiIiIqHcX+rymqBxH2jQOHGFD5dTkjZzpN1H9ZGxsjLS0NPnvNjY2SE9PV2NFzy4Kra2tkZOTg7CwMNy5c6fG25w9ezY++ugjuLi4KKFCIvWL9Rteq2ENAGRueQ+lpaWI9RuO3tIDKNgxuZ61PyZqfAoKCvBDdv357KvsmoLXGWXVtwCOqo8jbEiOo2qIGq9jx46hV69e8t9jYmKgpaXej4jff/8deXl5+PXXX3H9+nV4enpi9erVmDlzpkLbO3LkCG7cuIGdO3cquVKixiUwMBCDBw/G4cOHERcXh507d+LjC+quiohepkePHvj9ulCnJ5f7d6Peyq5Lngc5dTmoqO3aONKmYRNEsar3H6uPh4eH+O+h+qRcNX1T2eDjDu8ONkqqhohqW0FBASwtLXHv3j1YWVnh7t276Ny5M4KDg9U6EmXAgAFo164dNm3aBAD4+++/8c4778DAwAC2trY4dOhQlW9rysrKQvv27bF9+3b0799flWUT1Tp1XLjsG2mCAwcO4IMPPoC7u/sLdVQ+LxUvKojU48mTJ3D5+lyjuXVRXe816gyS+P5avwiCcF0URY9XrcdbohqxgevOKmVUDcMaovpNEAQUFBTAzMwMADBlyhQMGzZM7bcN3blzB97e3vLfhw4dinv37mHnzp1wcnKCs7Mz5s+f/0/z08pJpVL06dMHb7/9NsMaIiXx9PTExo0b5WEN8OycYKVbNmSyir8M5MUEkfq4rjhf23dPqpU6ghNl77O675l1edQRKY4jbBop3v5ERP/m5OSEI0eOoG3btjA0NMSxY8fUOoNSQkICHB0dkZWVVWnz43PnzmHixInQ0tJCYGAgHB0dy60TERGBoUOHYurUqfD19W003yxS46KOk/SKzgM2btyItWvX4tixY3j99ddrvSYiqlhjvpCvzWsWZb7O/667utvldVr9wBE2VCFlTLvHNwGihqdt27aIjIwEAPTt2xc7duxQ6f6ej/B7/jNw3dkyj//0009wd3d/6UxVffr0wb179zBo0CC4u7uX6U0jiiK2bt2Knj17YsmSJViwYAHDGiIVEUURixYtwpYtW3Dx4kWGNUTU6KgyFONIm8aNgU0joayghmENUcPk7OyMiIgIAMCIESNw8eJFle1r4LqziE7NK7MsOjWvTGjz8OFDtG7d+pXb0tPTw/fff4+dO3di5syZOH/+PABg9erV+OGHH3DhwgVMmjRJmeUT0b8UFhZiwoQJOHnyJC5evIiWLVuquyQiogZHkdBm3LYgFVVDtYmBTQOnjKBmg487gxqiBi45ORlbMl+Dve9RrHxgg6cj16jsG5oXw5qKlmtoaLyyN82/jR49GosXL4a3tzfy8vKwbt067Nu3D+3atatxvUR1nTI/o3s4Nqvy9h48eID+/fujoKAAZ86ckffBIiKqK1JTU1FaWqrSfdRW75rqvtdfup/B0TYNAAObBkoZQQ3ApsJEjUFpaSku2LyDf38kCIIAiKLaPuhjYmIgkUjKLAsITUQPv9Nw8D2KHn6nERCaKH+ssLAQe/fuhYuLC77//nv06tWLYQ2RAqp6gr906VJ06dIFI0eOxIEDB9CkSZNaqI6IqquxX7A7OzvjyJEjKtt+bb++igT0jf3fQH2npe4CSHlU1eiKiBqmf79naFTU30VNPV+KiooQFBSEXbt2yZcFhCZiwaFw5Bc/+5YsMSsfCw6FAwC8O9jg6dOniI6OxqxZs7B+/XqcPn1aLbUT1RZ1noCLoogHDx7gxo0bsLOzU1sdRNQwvOq6w8H3KBSZJqdw5xTY2toiLi5OscJeQRXvw1W5Bov1G17tfdv7HuX1XT3FwKYeWxwQjj1X4pW6Tf5HJmocyn3Q16GGvDdv3oSenh7s7e3ly9YERsrDmufyi0uxJjAS3h1sYGJigsGDB2P37t0IDg4u81yihkbd35YKglAmUCUiepWaXGM8rPaMSSJkMhHLly/HTz/9BAMDA4X3XZuq8xoxtGk8GNjUM6o6SRvfzQ5fe7uqZNtERP82vptdhWHz+G7PvqnPycmBrq4uPvroI2zevBkFBQWQZuVXuK3ny0NDQ3HlyhUEBQUxrCEiIlIzVQUDrwwqRBEQRfz2VnMcP34TlpaWWB7VHMtfeE5dCy4UqSfWbzjclhxDTmHVe/TUdmhT2d9VXXv96zIGNnVcQGgiPjsQprLtawlAzCr+hyGi2vM8HP5v8COUiiI0BQHvdrWVL9fW1gYA3LlzBwYGBtDV1YX55K2Ankm5bTU3lODzzz/HL7/8gi1btsDR0bH2DoSIiIjKUfXFeOyLI27Ef26YEgTIRBF3vuoL7YHijAAAIABJREFUQ0NDfPLJJ0jtt+TZ4y+MJK5ucKHukY2VubVsSLWvF2sjtElJSUHXb68+e90rGMXN0T5Vx6bDddDzhsH2vkdVGtbE+g1nWENEavG1tyvurxqGWL/huL9qWJkRfr169cK+ffuQmJiIyZMnQyqVYlIHEwilxWU3UlqEBwEbUVpaivDwcPj4+NTyURAREZE6xfoNR6hvD7yneRmPN72NjwzDYGhoiHXr1uH+/fsVhjXVpeqwpqbBhXcHG4Wm/VYlMzOzSsOa2qqhoeAImzqgPnQXJyKqTQMHDkR4eDjmzp2LTp064c6dO2h/5zFWH7uHpOxCWBnr4A07CT78/GdYWlqqu1yiRoXnEUSNR3V7pajj/cHExAQrV67El19+CQMDA4SEhODzzz+vo+cHIoD/hRjKfL2q+3dl73tUZXdbaGpqViko40ibVxNEUZGe27XLw8NDDAkJUXcZSqOONFFA2YZdRNS4yYcQV+HDVJ0fpBkZGbC3t0dWVhY0NDgolOi5is4lYv2GY9y2IFy6n6HQNnnSTNQwKXrtUV/fE0RRREpKCpo3bw6HBX9Vul5Vjk9dM0HVhCI1q6Kmuh70qZsgCNdFUfR41XocYVOLVN2P5kXNDbURvGhgre2PiOqXst/x1E2xsbHQ1dVFTEwM2rRpo+5yiOqMyk5u937UvczvLwY4PRyblVuHiBq25+8XjeUWFEEQXj66Rgm3SdVl9XEGKXvfozDS0axyA+XGFPBwhE0tqa2wpjH94yUixdn7HkFV4xp1vq+Iooj//Oc/WLp0Kf788090784LTSIiIkVV9UK+IV1TlDtmmQyrPfLx9ttvV/+5ivonJKoLMzS9jLLrU2VIWN//jVZ1hA0Dm1rSw+80EiuZlram6vs/ViKqXdW5HQqoG+8xPj4+8Pb2xrvvvqvuUoiIiKgeO3jwIL7//nucOnXqlesqJXAQRUAQEes3oubbqqaGHNrUhfPTmuAtUXWMVIlhTX3/x0lE6hMTE1PvhgLfuXMHp0+fhp+fn7pLISIionpu4MCBmDhxIgoLC6Gjo6OSffz7em3gwIGYM2eOSvZTlTqcFhxFSTXGaNj7HmVrjTqEgU0tsW6qp/AIG/6HISJliY+Pr9b66g6I8/LyMHbsWKxZswYODg5qrYWIiIjqPyMjI7i7u+Pbb7/FwoULyzymjNEg/z53unLlCiIjI5/NmqQmz2eBqs6xpTwpUntfG3qGgU0tmTfYuco9bIx0NHFr2RAVV0REjZGpqSmAp5WvoIZ7rF/m448/RpcuXTBp0iR1l0JEREQNxP79+zFgwADk5ORg3rx5MDU1VUpY0y/1ICwsPsDTp09RUFAACwsLrFmzBoMGDVJC1TWjrmbEiuyX/oeBTS3x7mADABWGNht83OWPExGpkqmpKUQ8qrTdsAjg/teDa7OkcgoLC3HkyBHs3LkT9+/fx9WrV9VaDxERETUsLVq0wPnz5zFjxgw4ODjA3d0d8PwSis6f2THqZ1y5cgVOn3yC69evw8TEBLq6utDSqluX2+oIbRQKa0Txn7+Kiv8+6soXi7WBTYeJiBoRmUwGhwV/Qaikh40oihBUNMImJycHhYWFMDU1hYaGBkRRRFZWFqRSKRITEyGVSnH58mUcPHgQ7du3x/jx4/HWW2/ByMhI6bUQERERAUB+fj7OnDmDmedlUCiwEUW8kXcM3377rcp64iibIiGKrqaAiBXDVL4fACjZMw0nTpxAu3btFHp+fcBZooiIqEL2849UqemwskOb0aNH4+jRoxBFEc2aNUNOTg4kEgmsra1hY2MDa2truLq64p133oGtra1S901ERET0MorftiMi1u8NpdZSGxQ93uqcHyq2DxGQiYhdXfuzatUmzhJFRETl2PseVXS0b40NHjwY2tra2LVrF9LS0mBoaAhDQ0P1FENERESkFPVn5s1/i/Ubjq4rTiDlSVG1nqf6ZsQCoFE/X1NVYGBDRNToqOdDUE9PDyUlJdDW1oa1tbVaaiAiIiJSpuaG2uouQWHPZyJWpK+NlvC/GahefIyUh4ENEVFj8s8sUOpw4sSJOjFLAhEREdGLFJ3N6PkU2JVtsz5Q5NhLxPKjbRjWKJ+GugsgIqK6Sdkfurq6usjOzlbqNomIiIiUJdZveIU/iqpPAYaix1mfjrE+YmBDRNRIyGQyqLLNvCiK2Lp1K0aPHo39+/ejoKAAwLPZFy5evIiwsDBER0ersAIiIiIiUlSs33CFbvGy9z2q1OCmvoxMqg0MbIiIGonY2FiVbv/8+fNYsWIFhgwZgp9//lk+85OJiQmmTp2K6dOnY+vWrSqtgYiIiEiZGtsIkuBFA9UamDCsKYs9bIiIGombN29CgERl22/WrBkMDQ0xdepUTJ06FVKpFKWlpbC2toampqbK9ktEREREyqVoT5+a7pPK4ggbIqJGIjQ0VKUTRLVq1QoPHz5EVlYWACAyMhJaWloMa4iIiIjqoVi/4TDS4XmcOjGwISJqJK5cuaLS7evr62Py5Mlo1aoVPD09MWrUKEyfPl2l+yQiIiIi1bm1bEitjHzh6JqKMbAhImoEZDIZrl69CpUOsQGwefNmhIaGwtHREX379sVff/2Fx48fq3SfRERERKRaqgxUGNZUjoENEVEjEBERAWNjY0Cl80QBSUlJeP/99xEVFYVBgwbh0aNHMDc3V+k+iYiIiFSFYcL/xPoNxwYfd6Vtq6bTpjcGDGyIiBqBkpISaGhoQFRhXhMaGgoPDw8MGDAAQUFBmDlzJiwtLVW3QyIiIiKqVd4dbBA63xOQySCq8sSSAABCfXiRPTw8xJCQEHWXQURU71W32391vvWYNWsWzM3N8X//93/VLYuIiIioTit3DiWKgPDyW80b2uiRZ6+B+OzQgVcef2Ua2uuiCEEQroui6PGq9TitNxFRI3Dq1Cl88803+HzECHyb2Eol+4iOjsaQIUNUsm0iIiIidXoxZKjtKa/VKSIiAkO2R0MUBAiCoGhOw6BGAbwlioioEThy5AjMzMwQEhJS5eGr1flQFUURd+7cQevWrRUtkYiIiKjBaCjhxKFDhzBoezSg8SysodrFETZERI3AtWvXsHz5cvTr1++V3whV9QSjpKQEZ86cQWFhIaKjo2FiYsLAhoiIiBqFWL/hlZ5TNYSwpqSkBIsXL8b+/fuh8c5/1F1Oo8XAhoiogSspKUFYWBg6duxYpfXtfY++8kQjPDwcH374IUpLS2FtbQ1BELBu3Tp+80JERESNRkMIZirzxRdfICwsDCEhIfBYG1zj7TXk10qVGNgQETVw9+7dg42NDZo2baqU+62vX7+OwYMHY9WqVZgyZQpDGiIiIqIG5MiRIzh8+DDCwsJgYmKi8HYY0tQcAxsiogYsNTUVEydOxHvvvae0bW7duhXz5s3DRx99pLRtEhEREVHdsHHjRsyfPx9GRkYKb4NhjXKw6TARUQMVHx+PXr16YcSIEUqdajsgIAD29vZK2x4RERER1R1Tp07FwoULoa2tjaZNm8IpZL26S2q0GNgQETVQkydPRlJSEtLS0rB9+3bcvHlTKdvdt28f5syZgyVLlqC0tFQp2yQiIiKiumHs2LHIyspCUVERHj58iHHjxkHDfxZkMhlEUXzljKMcXaM8QlWnd1UnDw8PMSQkRN1lEBHVKzk5Obhx4wZCQ0OxYcMGpKSkwPKzg1V67qs+aJOSkjB+/Hg8evQIvXr1Qrdu3fD+++9DV1dXGaUTERERUR1TWlqKoqIitFt2+qXrMbB5NUEQroui6PGq9TjChoiogTIyMoKHhwdu3rwJPT09XLlypUrPq8qHrJWVFU6cOIF9+/ahQ4cOmDZtGhISEmpaMhERERHVUZqamtDT03vpuSLDGuVi02Eiogbs/fffh76+Pq5fvw59fX1gf+JL16/Oh6yGhgY8PDyQmpqKLl26wMnJqablEhEREVE9wGCmdjCwISJqoKKionDp0iXExcVBT0/vletX94NXJpMhICAACxcuxLx58xQtk4iIallAaCLWBEZCmpUP66Z6mDfYGd4dbNRdFhERvYC3RBERNVDfffcdpk2bViaseTGUed7HrLphzcGDB+Hi4gI/Pz/4+fnhgw8+qHnBRESkcgGhifA9eBOJWfkQASRm5WPBoXAEhL58BCYREdU+lQU2giAsFQQhURCEsH9+hv3rsQWCIMQIghApCMJgVdVARNSYhYeHw8vLq9zyWL/h2D3cCLJ9MzA0+0i1w5rbt29jxowZ+O677xAcHAxvb29oaDD/JyKqD9YERqKgpOykI/nFpVjxZ7iaKiIiosqo+gx7vSiK7v/8/AUAgiC8BuAdAK8DGALge0EQNFVcBxFRo2NqaorMzMxyy2fNmoVhw4bB29sb33//fbW3++WXX2LRokUYMGAABEFQRqlERFRLpFn5FS5/nFdSy5UQEdGrqOMr0TcB7BdFsVAUxYcAYgB0UUMdREQNmqmpKdLT08stP3PmDL755ht899131R4Zc/z4cURFRWHGjBnKKpOIiGqRhUHFLSyNJbJaroSIiF5F1YHNJ4Ig3BIEYbsgCCb/LLMB8Ohf6yT8s4yIiJSossDGwsKi2lNwX716Fe+99x58fHywceNGaGtrK6tMIiKqRV8OaQtNlJZZJhFELB3VQU0VERFRZWoU2AiCcFIQhNsV/LwJYAsARwDuAJIAfPv8aRVsSnxxgSAIUwVBCBEEIeTx48c1KZOIqFGysLDAvXv3yi23s7PDxYsXq7ydn3/+Gd7e3vDw8MDDhw8xfDincSQiqq/GeLTEtz6dYNNUDwIAm6Z6WPN2B4zqZKvu0oiI6AXC8xlCVLoTQbAHcEQURRdBEBYAgCiKq/55LBDAUlEUgyp7voeHhxgSEqLyOomIGpL09HR07NgRmzZtwsiRI+XLHz58iK5duyI/Px8FBQW4fPkyOnfuXOE24uPj4ebmhqtXr6JNmza1VToRERERUYMlCMJ1URQ9XrWeKmeJsvrXr6MA3P7nz38AeEcQBB1BEBwAtAZwVVV1EBE1Vqampli/fj0WLVpUZrmDgwOio6Nx584dNGvWDE+ePKl0G+bm5hBFEaampiqrMzg4GL/++iuysrKQlZWF6dOnY9KkSYiPj1fZPomIiIiI6jpV9rBZLQhCuCAItwB4AZgDAKIo3gHgD+AugGMAPhZFsbTyzRARkaL+/vtvjBkzptxyY2Nj2NnZQUdHB2FhYZU+X09PD/369cPRo0eVXtuVK1cwdOhQvP3229i+fTtsbW3h6OgIDQ0N2NnZoUOHDtixY4fS90tEREREVB9U3CZeCURRfP8lj60AsEJV+yYiomcyMjLg5uZW6eMbN27ExIkTERsbCzMzM5ibm8PCwgKWlpZo0aIFrKys4OPjg2XLlqFv376ws7NTSl0HDhzAO++8g++//x5vvfUWAgICEBgYCG1tbaSlpSEoKAg6OjowNzdXyv6IiIiIiOoblQU2RESkfgsWLMDIkSPh6OiIoUOHQhDK9n0fNWoUHjx4gHPnziEsLAzZ2dnIzs5Gbm5uuRmmWrZsiejoaDg5OdW4rvbt28PKygpr1qyBlZUV3nzzTQwfPhwlJSXo1KkTunfvjv3796N379413hcRERERUX1UK02Ha4pNh4mIFOfv74+vv/4aoihi1qxZ+OCDDyCRSCpct6CgAIcOHcLWrVtx79495OfnAwA0NDTQu3dvrF+/Hq1bt1ZKXcnJyYiMjETv3r0hCAJycnLQpEkTaGnxuwQiIiIiariq2nSYgQ0RUQOXlJQEa2trAM8aEWtqasLf3x99+vQpt66HhwcEQcDdu3cxbtw4zJkzBxKJBK1bt0a7du0QEhKCJk2a1PYhEBERERE1GGqfJYqIiOoGKysrXLx4EQDw5MkTFBQUwNvbG+PGjcODBw/k6+Xl5eHu3buQSCT46aef8OOPP6Jdu3ZwcnKCpaUldHR0sHDhQnUdBhERERFRo8Jx50REjUCPHj2QkJCA0aNHw8LCAp06dcKmTZvwxx9/oHnz5hgxYgSMjY3RvHlzZGRkYOzYseW2sWjRInz66acYMGAA3njjDTUcBRERERFR48ERNkREjYSNjQ3OnTsHMzMz/PLLL1ixYgW2b9+ODh06YM+ePdi4cSNEUcTJkycr7CNjYmKCPXv24NNPP0WvXr3w559/QiaTqeFIiIiIiIgaPo6wISJqRHR1dfHLL7/g0qVLWLhwIVJSUrBw4ULs3bsXycnJMDMze2mPmn79+iEqKgoHDx7E0qVLMW/ePPTu3Rtubm5wc3ODu7s7jIyMavGIiIiIiIgaJjYdJiJqpERRxIkTJ7B27Vrcvn0bH3/8MSZNmgRra+ty03/b2NhAR0cH+vr6AABtbW307t0bPj4+uHHjBm7duoWDBw+iY8eOCAwMVMfhEBERERHVC1VtOswRNkREjZQgCBg0aBAGDRqEW7duYcOGDXBzc0NRUREcHR3Rs2dPTJ8+HS4uLti9ezfi4uIgiiJCQkLw448/Ijc3F9euXYODgwMSEhJQUlKCTZs2qfuwiIiIiIgaBAY2REQENzc3bN++HQCQmZmJmJgYHDlyBIMGDYK+vj4cHR1hZmaGGzduoLCwEOvWrcPMmTPx22+/obi4GIaGhvDy8oKxsbGaj4SIiIiIqGHgLVFERFSp4uJixMTE4OHDh0hLS4OTkxO6d+9e7pYpIiIiIiKqGt4SRURENSaRSNCuXTu0a9dO3aUQERERETUqnNabiIiIiIiIiKiOYWBDRERERERERFTHMLAhIiIiIiIiIqpjGNgQEREREREREdUxDGyIiIiIiIiIiOoYBjZERERERERERHUMAxsiIiIiIiIiojpGS90FEBFR3RcQmog1gZGQZuXDuqke5g12hncHG3WXRURERETUYDGwISKilwoITcSCQ+HILy4FACRm5WPBoXAAYGhDRERERKQivCWKiIheak1gpDyseS6/uBRrAiPVVBERERERUcPHwIaIiF5KmpVfreVERERERFRzDGyIiOilrJvqVWs5ERERERHVHAMbIiJ6qXmDnaEn0SyzTE+iiXmDndVUERERERFRw8emw0RE9FLPGwtzligiIiIiotrDwIaIiF7Ju4MNAxoiIiIiolrEW6KIiIiIiIiIiOoYBjZERERERERERHUMb4kiIiIiIiKiRiUgNJH9+ajOY2BDRER1RmlpKQ4cOIAzZ84gKioKNjY2mD17Nrp27aru0oiIiKiBCAhNxIJD4cgvLgUAJGblY8GhcABgaEN1Cm+JIiIitcvMzMS2bdvQqVMnbN68GR07dsTixYuRnp6OoUOHori4WN0lEhERUQOxJjBSHtY8l19cijWBkWqqiKhiHGFDRERKZe97tNyyWL/h8j+Loohr164hMDAQ58+fx+nTpyGTydC9e3csX74cGhoa2LdvH7766ivY2tri9OnTkEgktXkIRERE1IBJs/KrtZxIXRjYEBGR0lQU1jxf/ttbzRETE4OFCxfi4cOHZR7v2LEjoqKiMH78eDg6OmLGjBlYvXo1WrRoURtlExERUSNi3VQPiRWEM9ZN9dRQDVHlGNgQEZHqiSL69euHJ0+eAAC8vb3x3nvvYfjw4WjSpMk/q4hITk6GpaUlBEFQZ7VERETUgM0b7Fymhw0A6Ek0MW+wsxqrIiqPgQ0REameIEAikeCbb77B1KlT0bRp0wpWEWBlZaWG4oiIiKg+EkURoaGhcHd3h4ZG1duzPm8szFmiqK5jYENERKonivj000/x5ZdfqrsSIiKiWlNUVIQffvgBWVlZ6NatG3r37g0dHR11l9VgREREoFOnTmjbti02b96M/v37V/m53h1sGNBQncfAhoiIakQmk+Ho0aPYuHEjZB1nQ0MQgBdvaRJEXL9+HU+fPpXfAkVE1BDk5eXh2rVruHPnDiIiIhATE4PU1FSkpqZCS0sLJiYmMDMzg7W1NWxsbNCnTx/069cPWlo8DW/oTpw4gU8//RQODg5wdXXFsmXLcO/ePbz11luYM2cO2rZtq5T9yGQypKenIz8/HwUFBYiIiMDRo0eRkZGB3r17Y9iwYXB0dFTKvuqaU6dOYdSoURgzZgzmzJmDmzdv8rZqalAEURTVXcMreXh4iCEhIeoug4iIXhAYGIgvvvgCEokEX3zxBUaPHo22S0+VW2+JcyqmT5+OMWPGYN++fWqolIhIeSIjI3Hw4EH88ccfCA8PR/v27eHm5oa2bduidevWaN68OczNzVFaWorMzEw8fvwYUqkU8fHx+Pvvv/Hw4UPs3r0bgwcPVveh1HvZ2dl45513MHXqVIwaNUrd5UAURQQFBWHt2rW4efMmNmzYgDfeeEMeIsTHx2Pnzp347rvvMHLkSCxatAitWrVSaF/p6enYs2cPNm/ejPT0dOjr60NPTw92dnYYNmwYzM3Ncf78eQQEBOCDDz6Ar68vmjVrptRjzcvLQ0lJSYW3OiuyvZSUFNy/fx+ZmZl4+vQp8vP/1xi4tLQUycnJSExMRHJyMlJSUnD79m2cO3cOrq6u6Nq1K3x8fPDFF1/UuBYiVRME4booih6vXI+BDRERVdetW7fg6+uL6OhorF27FiNHjizzjdZff/2FTz/9FHl5ebCwsICNjQ1GjhyJt956C2ZmZmqsnIioZjZs2AA/Pz+MHTsWo0aNQvfu3aGnV72ZZb7//nv4+/tj+/btCl+s07ML/LFjx0IURYSEhODzzz/Hp59+qrZ6goODMWPGDOTl5WHatGmYOXMmdHV1K1w3MzMT69atw5YtWzBkyBD4+vrCxcWlwnVlMhlSU1MRHx+P2NhYPHz4EKdPn8aVK1cwfPhwzJo1C926dat0ZElycjIWL16MgwcPYtSoUTA2NpYHISNGjMDgwYOrPOKrpKQE/v7+WLduHe7evQsA0NTUhK6uLpydndGiRQtYWlrCyMgI9+/fx507d5CWliZfz8rKCra2trCxsYGNjQ309fVx69Yt3LhxAxEREdDR0YGTkxNMTU3RpEkT6Orqyo9LQ0NDfk5hZWWF5s2bw8HBAba2tgCehWE9e/bEhAkTMGXKFLRs2bLMayKKImQyGUpKSlBUVITs7GxkZmaiqKiozDrFxcUoKiqCIAjQ0dGBrq4udHV10bRpU5iYmEBbW7tKrxXRyzCwISIildiyZQuWLFmCxYsXY9q0aWXuxQ8LC8O8efMQGxuLTZs2YciQIWqslIhIcfn5+Th06BBSUlKgra2N7OxsHD9+HOHh4QgKCoKzs+KzyTx58gSLFy/Gvn374OLiglmzZuHNN9+EpqamEo+gfpHJZEhKSkLTpk2hr68PACgsLIRUKkVcXBzi4uKQkZEBAwMDGBkZITk5GTt37oSOjg7Onj2L5ORkeHl5oW3btujVqxc6dOgACwsLmJmZISsrC3FxcXj8+DGMjY1hZmYGY2NjaGtrQ1NTE/Hx8Xj06BGMjIxgamqKTp06wcjICMCzC/jCwkJ5nVlZWYiKisLDhw9hZmaGVq1aQRRFrFmzBn///Tc2bNgAHx+fKt+Wk52djS1btmDDhg3Q1dWFRCKBRCKRN9DNzc1FUlISjI2NYWtrCwcHBzg4OKBLly4YNmyY/LWqiuTkZBw4cAClpaXQ09NDQUEBfv31V0RFRaFr167o0qULOnfuDFtbW5iamsLU1BSCICAjIwMpKSkICAjATz/9BAcHB/j6+qJPnz7Q19eXz/IYFRUFqVSK5ORkZGVloVWrVnj99dfRvHlzCIKA4uJiJCUl4dGjR0hMTERiYiKePHkCV1dXdOjQAa+//jpMTEyqfDwVSUlJwWeffYazZ8+itLQUBgYGePLkCZ48eYLCwkJoampCU1MTEokExsbGaNq0ablQTVtbGxKJRP53X1hYiKdPnyI7O1v+b9DHxwefffYZ2rVrV6N6qfFiYENEREr3999/Y9q0aThz5kyZ++GLi4uxcuVK/Oc//8GyZcswZcoUSCQSNVZKRFQ1paWlKCkpkYfPkZGR+Pnnn7Fjxw55M9Pi4mLo6Oigf//+6Nu3r9J6cRUVFSEgIADr1q1DdHQ07OzsYGVlBXt7e7z77rvo2bPnSy/8Y2NjsW3bNjRv3hyenp5o3759vXrvTUlJgb+/P44ePYrg4GDo6OggOzsbEokEurq6yM7OhqWlJezs7NCyZUuYmpoiLy8POTk50NfXx7hx49CvXz95uJGZmYlTp07h0qVLuH37Nh4/foy0tDQYGxvD3t4eFhYWyM7ORlpaGrKzs1FcXIzi4mLY2trC1tYWubm5SElJwc2bN+Hu7o7i4mJERkYiLy9Pvg9DQ0O0adMGDg4OSE9Px4MHD5CdnY0ZM2Zg9uzZCt8aVFBQgKSkJHlNz6/RmjRpAmtr60pH6iiDVCpFcHAwgoODcf36dSQnJyMtLU0+MqZZs2YwNTWFl5cXpk6divbt26usFmURRRFSqRQFBQUwNDSEoaFhmdE6NdluUlISVq1ahV27diErK4s9c0ghDGyIiEjprly5gkmTJuHevXtlTlBWrVqFo0eP4sCBA7Cx4YwLRFS3JSQk4NixYwgMDMSpU6eQl5cHU1NTNGvWDGlpaZg4cSKmTJmC1q1b10o9z0coSKVSSKVS3Lt3D9u3b4eGhgZ8fHwwatQo2NnZwcjICNnZ2bhw4QIOHjyII0eOYMKECcjLy8Ply5cRHR0NKysrtGzZEvb29rC3t4ednR0sLCxgbm4OAwMDCIIADQ0NODs7V2saZGWKj4/Hb7/9hlWrVmHYsGF488030bNnT1hYWEAURWRnZ6OgoAAWFhZqqTEvLw+XLl1CkyZN4OzsDDMzs0Z5Uf78OrExHvur7Nu3Dx9//DEWLVqE0aNHw8HBga8TVQsDGyIiUjpRFOHq6opNmzbBy8tLvnz06NFwcXHB8uXL1VgdEVF5z8OQmzdv4tSpUwgMDERiYiIGDRqEIUOGYNCgQbCwsEBGgh7+AAAgAElEQVRSUhKSk5PrzCgVURRx+fJl/Prrrzh69ChSU1ORm5uLJk2aoHv37hg0aBCmTJlSZkRHYWEhEhIS5LcQxcbGIj4+Ho8fP8bjx4+Rm5sL4NlIlLfffhsbNmyolWN59OgRTp06hVOnTuHcuXMoLCyEl5cXli5dqrSZkohq2/Xr17Fx40acOnUKxcXF6NatGzw9PeHp6YnOnTtXu7cVNS4MbIiISOkKCwvx2muvYd++fejatat8eUJCAjw9PTFixAgsXboU5ubmaqySiOq67OxsrF+/HoWFhXB2doaLiws6depU42+o8/LycOrUKdy+fRvR0dGIjo7G3bt3oampCRcXF3h5eWHQoEHo3LlzvewXU1paCgA1rj0zMxOdO3fG0qVLMX78eGWUVqGEhAR89dVX+OOPPzBgwAD0798fXl5ecHJy4mgEajBEUURCQgKCgoIQFBSEy5cv4/bt22jRogUcHR3h6OgIBwcH2NnZyX+e9/V5UXp6Og4dOoQuXbrAzc2N/08aMAY2RERULVKpFFeuXMHt27ehra2NOXPmlGkoXFhYCB8fH2hra+PAgQPlTiIyMjLw1VdfYffu3XB1dcXIkSMxceJEWFpa1vahEFEddu7cObzzzjsYOnQoHBwcEBkZiQsXLmD06NFYtmyZvNlrVRQWFuLOnTu4fv06/v77b5w8eRKdO3eGh4cHnJyc4OTkhNdffx0WFhYqPKL6KTw8HP369cPJkydV0pMkNjYW3bt3xwcffID58+fD2NhY6fsgqqsKCgrw4MED3L9/H/fv38fDhw/x6NEjxMfHIy4uDvn5+WjTpg3atGkDQ0NDaGlpobi4GIcPH0afPn0QFhYGURQxbtw4TJ06FXZ2duo+JFIyBjZERFRlv//+O6ZMmYLu3bvj9ddfx927dxEXF4fjx4/DwsICqampGDFiBFq2bIk9e/a8dErLgoICnD9/Hr/++it+++03jBw5Elu2bFFak04iqp9EUcSJEycwbtw4/Pe//8WAAQPkj2VmZmLy5Mk4ceIE3N3d0aJFC6SnpyMjIwMDBgzA559/Xm7k3tWrVzF48GC0aNECHTt2RN++fTFy5EiYmprW9qHVWx9//DHs7Owwf/58pW43PDwco0aNwqxZszB79mylbpuoIcjOzkZUVBSioqKQl5eHkpISlJaW4o033oCDgwNEUcStW7ewfft27NmzB66urhgwYAB69eoFKysrmJubw9jYWG19qKjmGNgQEVGVhISEYPjw4Thy5Ag6d+4M4NmF1dy5c/Ho0SP4+/tjzZo1CA8Px+7du6s1PDc7OxuzZs1CXFwcTp48WSf6QhCR6pWWlsqnPk5KSkJcXBwOHz6MnJwc7Nixo0wPrH97+vQpLly4gLS0NJiZmcHAwAD79u3D/v37MWLECIwZMwZZWVm4dOkSDh8+jB9//BFvvvlmLR9d/SeKIu7evYt3330X69evR//+/av8vOe9fgoKCpCfn4/09HT5qIHo6GhERkYiPT0dW7Zswbhx41R8JEQN39OnT3Hu3DmcPHkSV65cQWpqKh4/foy8vDw0b94cNjY2sLGxwZw5c9CrVy91l0tVxMCGiIiq5Pjx41i7di2OHz9eZvnTp08xcOBAeHh4QCaTwcHBAXPnzq329mUyGQYPHoyhQ4cq9Hyi+ioiIgILFiyAlpYWfHx8YG5ujgcPHuDRo0fw8fGBs7Nzhc8TRRHh4eE4ceIEwsPDoaenB319fRgaGmLcuHFwdHTEhQsXcOzYMSQkJODRo0dIT09HQUEBCgoKUFxcDC0tLUgkEhgaGsLa2ho2NjZo3rw5jIyMYGRkJJ8CWllEUURoaCh+//13BAYGIjw8HFZWVnBycoKVlRWsrKwwZMgQ9OzZU6FvhJOTk+Hv74/Dhw/D3NwcPXr0gJeXF9zc3JR2DI1BfHw8vv32W/j7+0NHRwfDhw/H+vXrXzpq8rndu3dj1qxZ0NHRgZWVFfT09KCnpwcTExN5X47WrVvD2dkZDg4O0NLSqoUjImq8ioqK5LPL3b17FwsWLMD48ePRq1cvdO7cmbN21nEMbIiIqEpOnz6N5cuX4+zZs+Uey87ORs+ePeHp6YnLly/j6tWrCs16EB0dDU9PTxw6dIjf/lCDVFpaioSEBERHRyM4OBhnz55FWFgYFixYACMjI/j7+yM/Px+tWrWCiYkJ9uzZg88//xxffPFFmZFnV69exdixYyGRSDBw4EB06tQJRUVFyM3NRWJiIn799Ve0aNECWVlZGDduHOzt7dGiRQuYmprKL6C1tLRQUlKC4uJi5OTkIDExEVKpFCkpKXjy5Amys7MREBCA6dOnY+7cufLeIpmZmZBKpcjPz0dBQQGKiorkdYmiiOLiYpSUlCAvL0/emyE2NhYJCQlISEiAlZUVvL29MXz4cHTs2LFavWhI9bZs2YJFixZh8uTJmDZtGhwdHas8YnLr1q1YuXIl/vrrL7i4uKi4UiJSxMOHD7Fjxw5cu3YN165dg6mpKebOnYsJEyZAV1dX3eXRCxjYEBFRlWzbtg1nzpzBvn37Knw8KioK3bp1Q69evWBiYoJffvlFoVkLAgMDMXHiRPj6+uKzzz6radlEcjKZrFbv48/OzkZsbCzCw8Nx6dIlXL58GZGRkTA3N4ejoyM6duwILy8v9O7du9JGq3FxcZg2bRqkUik++eQTPHjwALdv30ZwcDB+/vlnjBw5ssLnnTx5Enl5eRgxYkSNjjkhIQHz58/HsWPH4OLigsjISDx9+hQtWrSQBz8SiaTM/3WJRAKJRAI9PT04ODjA0dER9vb2sLW1RYsWLRjQ1HFbt27Ft99+i7Zt26KkpAR9+vSBr6/vS59TXFyMvXv34ssvv8SVK1fQqlWrWqqWiGpCFEVcuHABq1evxpkzZ9CqVSs4OTnB2toaMpkMxcXFEEURBgYGMDIyQpMmTVBaWirvpWNoaAgTExOYmJjA2toaLVu2hJWVFXvmKBEDGyIiKkMURURERCA8PBzJycnQ1dWFnp4elixZgh9++AEDBw6s9LmLFi1CcnIybty4gbfeeguLFi1SqIaEhAR0794dO3bsqHLPBGq88vLykJWVBQMDAxgYGJSbyrigoACffvopfv75Z5iYmKB58+YYO3Ysli5dWm5boigiKysLUqkUycnJSE5ORnFxMQwNDWFoaAh3d/cyMwk9fvwY4eHh8umh4+Li5H06iouL0bJlS7Rr1w49evRAjx494OrqWu3RZ6Io4sCBAzhy5Ajatm0LFxcXdOnSBdbW1gq9XoqIj49HVFQU2rZtCxsbm3o9hWxAaCLWBEZCmpUP66Z6mDfYGd4deEvAc8XFxTh27BhKSkqwYsUK9O3bF2vXrq1wXVEUsX//fixcuBAODg5YuXIlunXrVssVE5EyPHnyBA8ePEBMTAykUim0tLSgpaUFQRCQm5uLnJwc5OXlyZdraGjgyZMnyMrKQkZGBqRSKWJjY5GVlYXXX38dnp6e8PT0RKdOneDk5MQQR0EMbIiICAAQGRmJvXv3YufOnSgtLZVfEBYWFiI/Px/Ozs746quvXrqNe/fuYfDgwQgODkb37t2xZs0ajB07VqF61qxZA6lUivXr1yv0fGr47ty5g9WrV+P3339HkyZNkJubi7y8PLi4uODHH3+Eq6srdHV1MXPmTKSkpGDHjh0oKiqCVCrFm2++CUdHRxgbG8PAwAAFBQXyaVVFUZT3crG0tIREIpHfIhQdHY3vvvsOV69exR9//AGpVApXV1e4uLigTZs2aNmypfynWbNm9TrYaIgCQhOx4FA48otL5cv0JJpYNdqVoc2/pKWl4a233oKmpib2799fbuYt4NmItffeew/R0dHYsGEDb2MlIgBAfn4+wsLC5CNLQ0NDkZaWho4dO2LChAl49913OSNoNVQ1sGE3MCKqlzIzM7FkyRJcuHBBPozfxsYGVlZWaNq0qbyxpqmpKWxtbWFvbw8DAwOkpaUhISEBRkZGcHR0VPdhqNyjR4/Qvn17zJw5E4cOHULHjh0VutD8888/0bVrV1hZWeHgwYMYPHgwRo0apVBTSWdn5wr75RABQFBQELy9vfH5559j9erVaN68OYBn3/jv27cPY8aMkTfYFQQBQUFB8tuOzM3NERQUhPDwcOTm5uLJkyfQ1taGo6MjHB0dXxq07Nq1C35+fhgwYAC2b9+Ozp0781vDemRNYGSZsAYA8otLsSYwkoHNP9LT09G9e3f0798f//nPf8qNWAOAjIwMfPTRR8jIyMClS5fY94KI5PT09NC9e3d0795dviwzMxOXLl3Cxo0bsXnzZoSGhqqxwoaJgQ0R1Uv5+fnYtGkTOnXqBD8/P+jp6SEpKQlJSUnIzs5GQkICcnJy8PjxY8THxyM2NhYlJSUwNDREixYtIJVKsXv3bgwZMkTdh6JSZmZm0NPTQ35+PvLy8nDq1CnExcXJb+8ICgpCVFQUIiIi5DPWPHnyBHfu3EFMTAzi4+MRHx+PgwcP4vLlywAANzc3iKKIuLg4hUKv9u3bIzg4GA8ePGA/BJKLjY3FypUrcejQIezZs6fc/01BEDBu3Dj5NMHPm+C+OLvN8xmJqmvChAmYMGGC4gdAaiXNyq/W8sZIIpGgT58+OHDgABISEmBrawsLCwsYGBjgwYMHiIyMxM2bNzFhwgTs3buXYQ0RvZKJiQl69+6NvXv3wtLSUt3lNEi8JYqI6g1/f3/o6enBxcUFpqamKCwsxPz583H27FmkpqbCyclJPq3t06dPUVpaCl1dXejq6kIikSAnJweiKKKwsBAFBQUoLS1FaGgoXnvttRrVJZPJsGnTJrRp0wZDhw5V0tEqT0JCAnbs2IHDhw/D2NhYfluHnZ0dJk+eDADo2LEjJBIJUlNTkZycjHbt2sHZ2Vm+Xo8ePeDm5obExETMnz8fKSkpOH78uMK3haxatQrh4eGVNjqmhk8mkyEiIgJ//fUXfv/9d9y5cwczZ87EnDlzYGpqqu7yqJ7p4XcaiRWEMzZN9XDJt58aKqq7srKycOrUKaSkpCA1NRU5OTlwcHCAs7MzXnvtNbRo0ULdJRJRPREXF4f+/fujX79+WLt2LZvPVwN72BBRg+Pp6YnExETIZDJkZWUhLy8POjo60NLSwtOnT6GtrQ1dXV3k5+fDxsYG9vb2cHNzQ48ePeDs7IwmTZpAT08POjo6yMzMREpKCjp37lzuG/rqKCgowPvvv4/ExESkp6fD3t4eU6dORdu2beHk5AQdHR3k5+cjLS0NRUVFCt+GJYoiZDJZhUPYayI2NhaZmZkoKSlBSUkJmjVrBicnJ+Tn5yMxMREJCQl49OgRwsLCcOXKFdy7dw/Tp0+Hr68vTExMFN5vTEwMPD09cePGDV4cNAIymQz3799HWFgYQkND5VOONmvWDAMHDoS3tze8vLz4jT4pjD1siIhqV1xcHLy8vDB79mzMnj1b3eXUOwxsiBqgGzdu4PDhw7hx4wZcXV3Rq1cv9OjRA02bNq30Of/973+RkpKCNm3ayBtnSiSSMus8nz2ladOmdbqR5qFDh+Dn54fg4GAIggBRFJGfn4+SkhLo6+vLw4yCggLExcUhJiYG58+fx19//YXU1FRs3boVo0aNKrddURSRlpaG2NhYREdHIyYmBjExMUhMTJTPJqOvry/vim9gYIDs7GxkZ2cjMDAQdnZ22LVrFzQ0NLBt2zYEBgYiMjISsbGx0NTURElJCczNzVFSUoI2bdrA19cX7u7u0NHRkc/U9LJeGenp6Rg5ciTu37+PSZMm4cMPP0SzZs2QkZGBjIwMFBQUwNXVtcqjEkRRxN27d3H9+nXEx8fj0aNHSEhIQGpqKh4/fozU1FQAgI2Njbw3kKurK/6/vTuPjrLK8z/+vlmBJGSB7AvZgCQQIRCWuIACsrg0yshMe3SkaWl/tvacFmlGbR27x0G6xz62a6ujtjK2uHafVmgWW7QFZAfB7AsQCCELSSo7kK2e3x+EGpAEEEKqIJ/XOfdU1VNPVb6VXB6e51v3fm9GRgZjx47Fx8fnAv56Z3rkkUew2Wy88cYbPfJ+4npaW1tZtmwZzzzzDK2trYwZM4bRo0czbtw4xo0bd9qqTCIXS6tEiYj0jsLCQmbOnKlkzUVQwkbkCuTv709DQ0OXz02fPp05c+Ywd+5cgoKCANizZw9paWmOJENRURGlpaWEhoYyZMgQQkJCKCwsJCcnBzgxdSYy8vxObg8cOMDatWuZPHkyycnJPfMBz8FutzNmzBgWLlzIvHnzvtdrt23bxh133IExBh8fH3x8fPD09KSyspKysjL69+9PbGwsQ4cOJTExkcTERKKiohz1ME4WVduyZQstLS34+/sTEBBAbGws8+bN6zLh0tbWRktLCz4+PhhjaG9v56OPPuK5557j8OHDjulbra2tBAcHExYWRkREBCkpKYwaNYqkpCRWrVrFyy+/zL333ss999zDW2+9xbvvvktbWxtBQUEEBQXh4eFBVlYWISEh3HjjjfziF79wjOSxLIv6+nq+/fZbduzYwdatW9mwYQN+fn5MnDiRIUOGEB0d7Vg5JyQkhODgYEfMl4plWcybN4/U1FQWL158yX6OOI/dbufOO++koqKCJUuWaKUZERGRy1R+fj7Z2dmUlJRw8OBBPvzwQ5YsWcKCBQucHdply6kJG2PMh8DwzocBQJ1lWaONMbFAHlDQ+dxWy7LuP9f7KWEj8n8aGxvZs2cPu3btIj8/n7KyMtasWUN7ezsA0dHRlJSUACdWe3j22Wf54IMP8PT0JC0tDR8fH5qamqioqGD9+vUAZGRksGTJEpqbmykuLqa4uJi2tjZGjBjByJEjSUxMpKysjMLCQvLy8lizZg0HDhxg6tSp/OMf/2DKlCm8+eabPTby4mx27drF7bffzrRp05g8ebIjcZKSknLOb+uPHz9OZWUlzc3NNDc309LSQmhoKJGRkU5dhrCtrc1RO6a0tJScnBwyMzPJzs5mwoQJPPLIIwwbNuys79HR0UFBQQEffPABr7zyCiEhIdTW1mKz2fDy8mLkyJGMGzeO8ePHM2nSJGJiYnrp053pyJEjPPDAAxQXF7Nq1SoVqbtC5eTkMHr0aFJTU5k0aRL33XffRdeLEhERkd7R0tJCfn4+L7zwAqtXryYjI8NRB/Haa69l3Lhxzg7xsuYyI2yMMc8C9ZZlPdWZsPmbZVkjv897KGEjrq6qqopvvvmGb7/9lqysLDIzMzl69CiDBw8mJCSE6Oho3NzcqKiooLKykoqKCjw8PIiPjyc+Pp7Y2Fg8PDxob2+no6ODo0ePUlZWxuHDhykrK8MYQ1BQEIMGDSIoKIjAwEBHCwgIoKOjw1FIt729HTc3N9zd3XF3d8fDwwM3NzcOHjzIkSNHOHr0KI2NjTQ3NztG03zxxRfU19czduxY4uLiiIuLw93dnZycHLKzs9m7dy+RkZGOaVVTpkxh0qRJeHh40NzczM9+9jMKCgp45ZVXGDVqFNnZ2Xz22Wd4eXnxgx/8gNjY2B79fTc0NPDss89SXFxMfX09dXV15OXl8fzzz3PnnXe69LSu3tDQ0EBJSYmjv3h7ezstlvb2drKysigrK6OsrIyioiLeeust5s+fz5IlS5wam1x6zc3NvP/++zz44IMsX76cO+64w9khiYiISDeqqqpYuHAhO3bsoKSkhLi4OG655RaeeOIJFRTuYS6RsDEnrppKgCmWZRUpYSOXM8uyOHr0KCUlJWRlZTna7t27qa+vJy0tjdGjR3PVVVeRmprKwIEDqampoaKigpKSEizLIiwsjLCwMEJDQ2lra2P//v3s37+fgwcPOgrKenh40K9fPyIiIoiIiHAkVWpqarDZbNTU1FBbW+to9fX1uLu7069fP7y9vfH09KSjo8PRTiaBTt632+2O2ine3t4MGTKEm266idGjR5+1jsrZ2O12Xn75ZX7zm99gt9vx8fFh1qxZHD9+nJUrVxIREcHUqVMJDw8nJCSE0NBQRowYcc5is8eOHaOiogJPT0+8vb3x9vamf//+Z9TggRMjb+bPn8+AAQN44YUXmDBhwgV9Fuk5hw8fZu7cudTU1BAfH09kZCQRERHcfffd5xwxJJe3oqIi3nnnHf7yl79QV1fHT3/6U/7jP/7D2WGJiIhINzZs2MC9997Lbbfdxo9+9COGDh16UQtzyNm5SsJmEvD7k4F0JmxygEKgAXjCsqyN53ofJWzkYrS0tFBcXMy+ffsoLS3l1ltvJSIiwvG8ZVmUlpayfft2tm7dyjfffMPRo0cdiY6WlhbH1BI3NzdHAdbU1FRGjhxJWloa8fHxF5zsuJI0NzdTWVlJXFycY5RLR0cHmzdvZvPmzRw5coTKykoqKyvZs2cPPj4+XHfddcTExDimKTU3N1NaWsq+ffuoqakhJCTE8XdobW3l2LFj+Pv7OxJa0dHRxMbGEhcXh7+/P3fddRePP/646qI4UUlJCcuWLeOFF15g0aJFPProo/r3cYVrbGxk+/btbNmyhc8++4zCwkLuuusu/uVf/oVx48bp7y8iIuKCLMvi66+/5r//+7/JycnhmWeeYe7cuc4Oq0+45AkbY8w6oKvCA49blvVp5z6vAnsty3q287E34GtZVo0xZizwCTDCsqwzqqgaY+4D7gOIiYkZe/DgwQuKU/q25557jscee4yoqCgSEhIYNGgQn332GbfeeitVVVUUFxdz4MAB/Pz8GD9+PBMnTmTcuHH4+fnh4eGBu7s7np6ejuKu/fv3d/ZHumJYlkVBQQEbN26ksrISHx8fBgwYgI+PDxERESQkJBAVFXXGMtZ2u52amhrHFJuSkhJH3Z1Dhw7xk5/8hPnz5zvpU/UtJ1fXOjnqbP369axfv56mpiZuvvlmnnzySeLi4pwdpvSwjo4O8vPz2b59O9u2bWPbtm0UFhaSlpZGRkYGkydPZsaMGV2OhBMRERHXUFpaypw5c6irq+PnP/85CxYs0FT1XuT0ETbGGA/gMDDWsqzSbvb5CviFZVlnHT6jETZyIZqamggKCmL16tVMmzbNsb24uJjVq1cTFRVFXFwcsbGxmpMpchYtLS0UFRWRm5tLdnY22dnZ5ObmUlJSwoABA4iJiWH48OFMmjSJ66+/nqSkpD5fR+hKYFkW5eXl5Ofnk5eXR05ODrt37yYrK4vw8HDGjx/PhAkTGD9+PGlpaTrJExERuUxUV1eTkZHBggULWLx4sUbCOoErJGxmAo9ZljX5lG3BgM2yrA5jTDywEUi1LMt2tvdSwkYu1Ouvv86bb77J9u3bnR2KyGVlw4YNvPjii2RmZlJSUkJsbCzJycmOqYApKSnExcX1yspgcvEsy6K2ttYxMq20tJTS0lIaGxtpbW11TDmsra2loqLC0fz8/EhKSiI5OZmUlBTGjBnDqFGjlOQWERG5jN19992EhITw+9//3tmh9Fnnm7DxuIQx/BB4/zvbJgFPGWPagQ7g/nMla0TOh91uZ9euXaxatYpNmzZhs9kcdWeCg4OdHZ7IJdfW1sann35Ka2urY5tlWRw/fpympiYaGxsdF+deXl54eXnh6emJl5cXlmXR2trqaLt372b//v08+uijPPXUUyQmJqro3GWkoqKC999/n4KCAsd0wZKSEkcx8/DwcKKjo4mKiiI4OBgvLy+8vb3x8vIiICDAURw9LCxMCTkREZErTEdHBytWrODAgQNnPBf76Kozth347c29EJV055Iv690TNMLm8rRr1y7uu+8+0tLSmDNnDjfeeOMZNQ2OHTvGkSNHHM1mszF9+nRCQ0PP+t5Hjx5l9+7dbN26la1bt7Jx40YCAwO5+eabueGGGwgNDXUsee3v74+Hx6XMTYo4X21traP4dWJiIlFRUY7VwPz8/PD19cXPzw8vLy/a2tpOS9C4ubk5kjheXl5ERkYyd+5c1SC5jDQ2NrJ582aWL1/OypUr+ad/+ifS0tIc0z6HDBmi5IuIiIhQX19PZGQkdXV1p10jdZWsOZUSNz3L6VOiepISNpenkpIShg0bxtKlS/nzn/9MUVERsbGx1NXVUV9fT319PcYYQkJCHK1///589dVX3H///UyZMoW6ujpHq6ioIC8vj7y8PA4fPszIkSOZOHEiEydO5JprrlFxU+nz1q1bx1NPPUVJSQnl5eUEBgYydOhQrr32WiZPnsw111yDn5+fs8OUHlBTU8PXX3/Nhg0b2LBhA3l5eYwdO5ZbbrmFBQsWEBgY6OwQRURExAXZ7XZuueUWbDYb7733HvHx8cC5EzagpE1PUsJGXEJycjJ/+tOfSE9P5+DBg1RWVuLv7+8Y+dKvX78zXlNSUsLTTz9NUVGRY7+AgABCQkJITk4mOTmZhIQEjZoROYuOjg4qKyvJy8tjw4YNrF+/nqysLH7xi1+wcOHCLv/tCdhsNoqKiqirqyM+Pp7Y2FinjTSyLIuysjIKCwvZt28fe/fuZe/eveTl5XHo0CEyMjKYNGkS1113HePHj9ffVERERM6L3W5n6dKlrFy5kk2bNuHh4aGETS9TwkZ6VFtbG7t27XIkTgICAs6rmvjDDz9MXl4ev/vd7xg5cmQvRCrSNzU3N5OTk+MoEuzr64u/vz8DBw7E39+fffv28dZbb5GZmcnHH3/MnDlznB2y09lsNh555BHy8vJob2+nqKiItrY2hg4dSkBAAMXFxRw+fJjo6GjS0tKYPXs2s2fPvmSjlDo6OvjrX//KmjVryM3NJTc3F29vb5KSkkhISCAxMZHExESGDRtGamqqktYiIiJywex2O7Nnz6auro6HHnqIRTvO/cWPEjY9Rwkb6TEbN27kxz/+saP2RVVVFU1NTQwePJiYmBhuvvlmbrvtNlJTU89YyrehoYGXX36Zl156ifj4eG644QYmTZpERkaGpmaI9IDm5mauu+468vPzSUpKIjU1ldjYWJqbm2loaGx3thEAABnDSURBVHBMP4yIiGDmzJlMmzaNoKAgZ4ftVJZlsXz5cv793/+djIwM7rvvPnx9fUlMTCQkJOS041hLSwsHDhxg8+bN/OUvf2Hjxo3MmjWLF198kZCQkB6N65577iE/P5/58+czcuRIkpOTGTx4cI/+DBEREZGT7HY7zz//PBs3bmT3sHvhO9dy36WETc9RwkZ6zAMPPMCrr77K0qVLWbx4MR4eHrS2tlJVVUVhYSErVqzgk08+wc/Pj8WLF/PDH/7wjCkELS0trF+/no0bN7Jhwwa++eYb5s+fz69//es+f/EocjF27drFvHnz2LNnj0ZcnIcDBw5w11130drayksvvcTEiRO/1+tramp44oknOHToECtXrjwjSX0xoqKi2Lhxo+pxiYiISK84evSoY9r1wm0egOlsXVPCpucoYSM9Kjc3l5///OccOXKE//zP/2Tq1KmnjZCxLIvPP/+cpUuX0q9fP9asWXPWC5nq6mqefPJJ3n77bXx8fPDz83O0gQMHEhQUxKBBgxg8eDCDBg1i0KBB9O/f37Hqjbe3N97e3oSEhBAZGdmjF00il5OVK1fy8MMP89xzz3HDDTdoJaCz+Pvf/868efNYvHgxDz300HlN6+xKa2srGRkZPPbYY9xxxx09EltLSws+Pj4cPny4y1Xy7HY79fX11NTUUF1dTU1NDY2NjY4Vv9ra2mhrayMhIYGbbrqpR2ISERGRy1tDQwO/+tWvyM3NdZwrnDx3qKysxGazER8fT2JiIjExMaz0mc7/JWxOv75SsqZnKWEjPc6yLD7++GNee+01duzYQVpaGjfccAMeHh7YbDZsNhtHjhxh7dq1lJaWEhkZec73PH78OI2Njae1hoYGbDab48Kkuroam83GsWPHaGlpoaWlhePHj9PS0kJZWRmWZZGens7YsWNJT09nwoQJhIWF9cJvRMT56uvree2111i7di07d+7ktttu45133rkskpgNDQ2sWrWK6dOnM2jQoEv2c/bv38/vfvc7Vq1axbJly5gyZcpFv+err77K9u3befvtt3sgwhMef/xxXnrpJQYMGHDa9o6ODurq6hgwYIAjiT148GDHMu2enp54enpSX1/Pt99+S25u7mXx9xcREZFL54svvuDHP/4xM2bMYM6cOaedM3h6ehIcHExUVNQFf4ElF0cJG7mkjh49ysaNG1m/fj1ubm4EBQU5RsWEhIQwYcKEXonDsiwOHz7Mrl272LVrFzt27GD79u34+PiQkZHBCy+8oOSN9BkNDQ1MmzaNYcOG8c///M9MnTrVJUfcWJbFqlWrePDBB4mNjeXbb79l1qxZLFmyhISEhAt+X7vdTllZGcXFxY52cnWsf/3Xf+XJJ58kICDgouM/fvw4y5Yt46OPPuLLL7+86Pc7ybIsjhw5wnf/X3ZzcyMgIAAvL6+zvr6pqYmrr76a9PR0nnnmGdW/ERER6aPKy8tJSUnh/fffZ+bMmc4OR7qghI30WZZlsW/fPp5++mlycnLYunWrMsfSZ1RUVLB8+XJWrVrFjh07GDt2LBEREY6phSdbREQEw4YNIzw8/KJGY6xdu5ZZs2YxYcIEQkJC8PDwwNPTEw8PD/r164ePjw++vr6O2/79+/Phhx9SVlbGiy++yI033ojNZiMyMpKHH36Yp59++nvHUFpayk033URhYSGBgYHExcU5WlpaGrfccgve3t7f+31PJoTz8/PJz88nMzOTnTt3kp+fz/Dhw7n77rtZtGjR937fS6m8vJzbb7+dnJwcnnrqKRYuXOjskERERKQXtbe3s2DBAjw9PXnjjTecHY5043wTNqpQKVeM9vZ2MjMz2bx5M5999hmbN29m/vz5Z3xbLXIlCwsLY9GiRSxatIj6+nq2bt1KVVWVY5phQUEBNTU1lJaWUlBQwPHjxxk2bBjDhw8nNTWVjIwM0tPTz3tkztixY4mPj2fbtm1ERUVx/fXXc+211+Lr68vx48dpamqitraWiooKampqaG1tZe7cuSxYsMBRJLmyshIfHx/+7d/+7YI+87Jly2hqauLNN99k5syZ5z2yxG63U1NTQ3l5OQcPHuTAgQOOVlxcTFFREb6+viQlJZGUlMSoUaO49957ueqqq+jfv/8Fxfp9WJbFsWPHqK2tPa3ZbDbHdNGqqirHbWlpKTU1NQwfPpzZs2drhI2IiEgfU1ZWxj333IOHhwcfffSRs8ORHqARNtJrjh8/7rhIS09PZ+DAgXh5eeHt7Y2XlxfHjx/HZrM5LkhO3np7e5ORkcE111xDamoq7u7uNDU1kZeXR25uLjk5OezcuZMdO3YQExPD1VdfzaRJk5gzZ45LTgcRcSW1tbUUFhaSn5/Pnj172Lp1K5mZmQwbNowxY8YwcuRIRo4cSWpqKqGhod2OxsnJyWHt2rV8/vnnbNq0CThRSLetrQ0vLy/Hv/XW1laOHj2Kv78/AQEBBAYGcuTIER599FEeeOCBC/oMhw4d4oMPPuAf//gHmzZtIiIigoEDBzqOLaceZ5qamqioqKCiooKqqioGDhxIWFgYQ4YMITY29rQ2dOjQHplC1RXLsqirq6O0tJTS0lIOHTrkaCUlJRw6dIjS0lIsyyIwMPC0FhQURHBwMMHBwQwePJjBgwcTHBxMeHg4Q4YMwd3d/ZLELCIiIq7LbrczZMgQmpubefbZZ5k2bRrR0dHODku6oSlR4nKampoICgqira3ttO2xsbEkJyfTr18/x8XIqbdNTU1s2bKFTZs2UVZWhr+/P9XV1QwfPpyUlBRGjBjB6NGjycjIIDAw0EmfTuTK0dLSwu7du/n222/Jzs4mOzubrKwsACIjIwkICDijBQYGEhERQXR0NKGhoQQGBjJgwAC8vLzOSPK0t7dTV1dHbW0tdXV1jlWXemLqYltbG/n5+Rw9epSWlhZaW1tPu/Xz8yMsLIywsDBCQkLw9PS86J8JJz5TTk4O27dvZ/v27RQVFdHR0YHdbj+tWZZFQ0MDpaWleHl5ERUVRVRUFJGRkcTExBAdHU10dDQxMTFERUUp6SwiIiLnrbCwkHXr1vHVV1/x1VdfMXbsWJYvX05QUJCzQ5PvUMJGXNqxY8fIzMzkyy+/5A9/+ANJSUlMnjyZlJQUUlJSSExM7PJCqrq6mvr6emJjY/UtskgvOlkQt7y8nLq6ujOazWajrKzMMUqkurqa0NBQoqOjiYuLY8SIEY7ROrGxsb1aV6q6upqCggLy8/MpKCigoKCAhoaGM5IpJxMqPj4++Pv7M3DgQAYOHOi4HxQU5EiqxMTE4Ovri91u53/+53/45S9/SXh4OOPHj2fcuHEkJyfj6emJm5sbbm5uGGMc9319fYmMjMTPz6/XfgciIiLSt7S3t/Poo4/y8ccfs2jRIn70ox8xcOBAZ4clnZSwkctGa2srn376Kbt37yY3N5fc3FwOHTrEwoULWbp0qbPDE5EL0NbW5kjg7Nu3j5ycHMdIndraWkaMGMFVV13laKmpqRf87U9HRwdFRUXk5uY6atAcPHjQUZcGICkpieHDh5OUlMSwYcMICgpyJFBObQDNzc00NDRQX19PQ0OD4351dfVp05b69evnmFL19ttvk5yc3FO/PhEREZEesXnzZp5//nnWrVvH9OnTmTFjBjfeeCNRUVHODq1PU8JGLmuFhYWkpqbS0NBwQau7iIjrqqurIzs7m8zMTDIzM8nKyiIrK4u0tDR++ctfMn369G5r5VRVVZGVleV4bWZmJnl5eYSHhzNixAji4uKIjY1lyJAhjro0gYGBF7USVlcsy3IULE5JSdGIPxEREXFpZWVlrFmzhr///e+sW7eOwYMHc/XVV5ORkcHVV19NcnKyzmd6kRI2ctlqampi6tSpTJw4kRdeeMHZ4YhIL2hvb+fDDz9k6dKl+Pj48Pbbb5OSksKePXtYvXo1GzZsIDMzk2PHjjlG5IwaNYqrrrqKESNGaHqRiIiIyHnq6OggJyeHzZs3s2XLFjZv3kxlZSVjxoxxTO8eOXIkcXFx9OvXz9nhXpGUsJHL1q233kpYWBivv/56j38rLiKuzW63s2zZMh555BE8PT3x9fXlpptuYurUqYwaNYro6GgdF0RERER6mM1mY+fOnWzfvp0dO3aQl5dHSUkJwcHBJCQkONqMGTMYO3ass8O97ClhI5elzMxMxo8fz5/+9CfCwsIcy9aerDchIn3DgQMHaGtrY+jQoc4ORURERKRP6ujocNQj3LdvH3v37mXZsmX88Y9/5JZbbtGXaBdBCZvLQGNjIzabjZiYmDM6u2VZFBQUcPDgQcaMGUNwcPAZr6+srGTdunUcPnyY+vp66urqqK+vP+1+Y2Mjw4cPZ/LkyUyePJn09HS8vLx66yN+b/v37+c3v/kNVVVVVFdXU1VVRVVVFY2NjQQGBjJkyBDuv/9+7r77btW2ERERERER6UXbt2/ntttuo7q6mqCgIAYNGnRGi4uLY+7cuQwaNKjL97Asi9raWpqamggPD+9ydeArnRI2Lm7FihX89Kc/xbIsmpqaGDFiBKmpqaSkpHDo0CFWrFjBsWPHGDZsGLt27SIpKYlZs2YxZcoUsrKy+POf/8zu3buZOnUqcXFxBAQE4O/vf8atj48P2dnZrF+/nq+++oq9e/eSnp7OxIkTycjIYOLEiQQHB7t8drS9vZ2amhoyMzN59tlnyczM5KqrrnIcJE49WJy8HxAQ4FhW193d/YzbU+/369dPI3hERERERETOQ0tLCzabjerqampqak5r2dnZrFq1ilmzZpGQkEBFRQUVFRVUVlZSUVHBkSNHGDBgAD4+PlRVVREVFXXatKuEhAQSExNJSEhgwIABzv6ol4QSNi7KbrczZ84csrOz+eMf/8jkyZOx2Wzk5OSQlZVFdnY2oaGh/OAHP2D06NEYY2htbeXrr79mzZo1fPnll6SkpHDHHXcwY8aM710Eqra2lm3btrF161a2bt3Ktm3baGlpITQ0tMsWFhbm+EczcODAS/Rb+f4KCgooLi52HBRsNtsZ92tra+no6KCjowO73X7a7an3jx07xuLFi/ntb3/r7I8lIiIiIiJy2bPZbLz//vvYbDbHdWVYWJjjOvPkdWxraysHDhxwTLs6te3fv5+goCASEhKYM2cODz30kJM/Vc9RwsZFHTt2jAEDBtDc3Owy2cKmpiYqKyu7bGVlZY5/LL6+vo5sZ3x8PEFBQV2O7AkICMDPz++0ZeHa29upqqqioqKC8vJyx21lZSVubm74+Pjg6+vraN99fHJbQEAAPj4+3+vzWZZFfX095eXllJWVUV5eflpbt24dn3zyCddcc01P/2pFRERERETkAtjtdg4fPszKlSt599132bx5s7ND6jHnm7Dx6I1g5HT9+vVzmWQN4EiIJCQkdLuPZVmUl5c7ik0VFxdTVFTkqJXz3dvGxkZ8fX3x9/entbWVmpoagoKCCA8Pd2RXw8PDiY+PB04kjerr6zl8+DDNzc00NTV12erq6vDz8yMuLo64uDji4+Md91tbWzl06BClpaVn3Lq7uxMeHk5ERATh4eGEh4cTGRlJeno6CxcuZPz48b316xYREREREZFzcHNzIzo6mtGjR/Puu+86OxynUMJGzosxhoiICCIiIrjuuuvOub/dbqexsZG6ujo8PT0JCQnBw+Piu5vdbqeyspLi4mL2799PcXExW7Zs4b333sPb25vo6GiioqKYNGkSUVFRREdHExkZ6VLTuURERERERETORQkbuSTc3Nzw9/fH39+/x9/35AiZq6++ukffW0RERERERMRVaFkcEREREREREREXo4SNiIiIiIiIiIiLUcJGRERERERERMTFKGEjIiIiIiIiIuJilLAREREREREREXExStiIiIiIiIiIiLgYJWxERERERERERFyMh7MDEBERERH5ric+yeL9bYfosKwznrsmIYjlP8lwQlQiIiK9RyNsRERERMSlPPFJFu9uLekyWQOwaZ+Nu97Y0stRiYiI9C6NsHGCjo4O/va3vzk7DBERERGX9N5WAHPWfTbtq9H5lIhIH5CXl+fsEJxGCZte5uXlxR133MFrr73m7FBEREREXJJ9xP3nyteAhc6nRET6iFtvvdXZITiFEja9zN3dnffee8/ZYYiIiIi4rITHVnc7HcrBGI2wERGRK5pq2IiIiIiIS7lzQvQ597kmIagXIhEREXEejbAREREREZey5LZUAK0SJSIifZqxzjXc1AWkp6dbO3fudHYYIiIiIiIiIiIXxRizy7Ks9HPtpylRIiIiIiIiIiIuRgkbEREREREREREXo4SNiIiIiIiIiIiLUcJGRERERERERMTFKGEjIiIiIiIiIuJilLAREREREREREXExStiIiIiIiIiIiLgYJWxERERERERERFyMEjYiIiIiIiIiIi5GCRsRERERERERERejhI2IiIiIiIiIiItRwkZERERERERExMUoYSMiIiIiIiIi4mKUsBERERERERERcTFK2IiIiIiIiIiIuBglbEREREREREREXIwSNiIiIiIiIiIiLkYJGxERERERERERF6OEjYiIiIiIiIiIi7mohI0xZq4xJscYYzfGpH/nuceMMXuNMQXGmBmnbJ/ZuW2vMebRi/n5IiIiIiIiIiJXoosdYZMNzAE2nLrRGJMC/BAYAcwEXjHGuBtj3IE/ALOAFODOzn1FRERERERERKSTx8W82LKsPABjzHefmg18YFlWC1BsjNkLjO98bq9lWfs7X/dB5765FxOHiIiIiIiIiMiV5FLVsIkEDp3yuLRzW3fbz2CMuc8Ys9MYs7OqquoShSkiIiIiIiIi4nrOOcLGGLMOCOviqccty/q0u5d1sc2i6wSR1dUbWJb1OvB6ZwxVxpiD54pV+pzBQLWzgxCXpf4h3VHfkLNR/5CzUf+Q7qhvyNmof8h3DTmfnc6ZsLEsa9oF/PBSIPqUx1FAWef97rafLYbgC4hBrnDGmJ2WZaWfe0/pi9Q/pDvqG3I26h9yNuof0h31DTkb9Q+5UJdqStQK4IfGGG9jTBwwFNgO7ACGGmPijDFenChMvOISxSAiIiIiIiIiclm6qKLDxpjbgZeAYGCVMWaPZVkzLMvKMcZ8xIliwu3Ag5ZldXS+5mfAZ4A78JZlWTkX9QlERERERERERK4wF7tK1F+Bv3bz3NPA011sXw2svpifK9LpdWcHIC5N/UO6o74hZ6P+IWej/iHdUd+Qs1H/kAtiLKvLmr8iIiIiIiIiIuIkl6qGjYiIiIiIiIiIXCAlbMTlGWPmGmNyjDF2Y0z6KdtjjTHHjDF7Ottrpzw31hiTZYzZa4x50RjT1VLzcgXorn90PvdYZx8oMMbMOGX7zM5te40xj/Z+1OIMxphfG2MOn3LMuOmU57rsK9J36Lgg32WMOdB5LrHHGLOzc1uQMeZzY0xR522gs+OU3mGMecsYc8QYk33Kti77gznhxc7jSaYxZozzIpdLrZu+oXMO6RFK2MjlIBuYA2zo4rl9lmWN7mz3n7L9VeA+TqxQNhSYeenDFCfpsn8YY1I4sRLdCE78/V8xxrgbY9yBPwCzgBTgzs59pW947pRjxmrovq84M0jpXTouyFnc0Hm8OPmFwKPAF5ZlDQW+6HwsfcMyzjyf7K4/zOL/zkHv48R5qVy5ltH1tYbOOeSiKWEjLs+yrDzLsgrOd39jTDgw0LKsLdaJIk3vALddsgDFqc7SP2YDH1iW1WJZVjGwFxjf2fZalrXfsqxW4IPOfaXv6q6vSN+h44Kcr9nA/3be/190ftFnWJa1AbB9Z3N3/WE28I51wlYgoPP8VK5A3fSN7uicQ74XJWzkchdnjNltjFlvjLmuc1skUHrKPqWd26RviQQOnfL4ZD/obrv0DT/rHJ7+1ilTGdQnRH1AumIBfzfG7DLG3Ne5LdSyrHKAztsQp0UnrqC7/qBjioDOOaQHXNSy3iI9xRizDgjr4qnHLcv6tJuXlQMxlmXVGGPGAp8YY0YAXdWr0XJol7EL7B/d9YOuEtXqH1eIs/UVTgxJ/y9O/L3/C3gW+DE6Zoj6gHTtGsuyyowxIcDnxph8Zwcklw0dU0TnHNIjlLARl2BZ1rQLeE0L0NJ5f5cxZh8wjBOZ6qhTdo0CynoiTnGOC+kfnOgH0ac8PrUfdLddLnPn21eMMW8Af+t8eLa+In2D+oCcwbKsss7bI8aYv3Ji2kKlMSbcsqzyzikuR5wapDhbd/1Bx5Q+zrKsypP3dc4hF0NTouSyZYwJPlmkyxgTz4nCbvs7h6Q2GmMmdq4OdQ/Q3SgMuXKtAH5ojPE2xsRxon9sB3YAQ40xccYYL04UflvhxDill3ynfsDtnChYDd33Fek7dFyQ0xhjfIwxfifvA9M5ccxYAczr3G0eOr/o67rrDyuAezpXi5oI1J+cOiV9g845pKdohI24PGPM7cBLQDCwyhizx7KsGcAk4CljTDvQAdxvWdbJgl8/5UTF9v7Ams4mV6Du+odlWTnGmI+AXKAdeNCyrI7O1/wM+AxwB96yLCvHSeFL73rGGDOaE0OPDwD/D+BsfUX6Bsuy2nVckO8IBf564nsfPID3LMtaa4zZAXxkjLkXKAHmOjFG6UXGmPeB64HBxphS4FfAb+m6P6wGbuJEQdmjwPxeD1h6TTd943qdc0hPMCcW0REREREREREREVehKVEiIiIiIiIiIi5GCRsRERERERERERejhI2IiIiIiIiIiItRwkZERERERERExMUoYSMiIiIiIiIi4mKUsBERERERERERcTFK2IiIiIiIiIiIuBglbEREREREREREXMz/Bx+UrC35YuycAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c22741898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "start = datetime.datetime.now()\n",
    "ax = world.plot(color='white', edgecolor='black', figsize=(20,10))\n",
    "ax.scatter(meas[:, 1], meas[:, 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0:08:52.726463\n"
     ]
    }
   ],
   "source": [
    "print(datetime.datetime.now() - start)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Это было долго."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Heatmap"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Обработка данных"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Скорее всего, для цели, в рамках которой нужно просмотреть большое количество данных, отрисовка их по одному имеет мало смысла. Здесь в большей степени хочется посмотреть на то, где наибольшее скопленее этих точек. Первое, что приходит в голову - кластеризовать с помощью какого-нибудь алгоритма из этого курса, однако я пробовал - это долго. Скорее хочется взглянуть на что-то, вроде heatmap'а.\n",
    "\n",
    "Для этого, всеми нами любимый numPy предоставляет нам возможность создать гистограмму в 2d:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 6.54 s, sys: 3.85 s, total: 10.4 s\n",
      "Wall time: 11 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "heatmap, x, y = np.histogram2d(meas[:, 0], meas[:, 1], bins=(20, 20))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Здесь y, x - координаты, а bins - количество точек, из которых будет состоять гистограмма. Гистограмма (5, 5) будет предсказуемо тяжело интерпретироваться, поскольку после сглаживания получит примерно такой вид:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"./img/hist5x5.png\" alt='hist 5 5'/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Чтобы немного сгладить наши данные прологарифмируем их, незабыв добавить 1, чтобы не получить логарифм нуля."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "heatmap = np.log(heatmap+1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Отлично, теперь у нас есть heatmap, который даже можно отрисовать:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c222b55c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "contour = plt.contourf(heatmap, extent=[-200, 200, -100, 100])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Он выглядит неплохо, однако стоит попробовать сгладить его с использованием какого-нибудь фильтра из `ndimage`, который идет вместе с `scipy`. Их там очень много и я попробовал многие, но все таки для этих целей лучше всего подойдет классический `gaussian_filter`(прочитать о нем подробнее можно, например, [здесь](https://homepages.inf.ed.ac.uk/rbf/HIPR2/gsmooth.htm)).\n",
    "\n",
    "Собственно в использовании он прост как палка - даем хитмап, выбираем сигму и готово:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "filtered_heatmap = ndimage.filters.gaussian_filter(heatmap, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Визуализация"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Отрисуем эти данные с использованием `countourf`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c25d15c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "contour = plt.contourf(filtered_heatmap, extent=[-200, 200, -100, 100])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Красота! Теперь уже стало понятно, в каких местах данных больше всего и можно определить примерно, как выглядит карта измерений. Однако для полноты картины стоит совместить ее с картой мира. Для этого возмем проекцию, которую мы использовали раньше, и совместим ее с полученным контуром в результате последнего преобразования:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nms95zBe+8AUqKmZ+INvW1sbBgwdJpVLZ98hgMGAwGLK9fYavq6qK3+9ncHBw1OYf9GMym7BarQwODmI2myksLKSosAiny0l9fT3d3d08+OCD1NXVAZBKpggEA4RCIcLh8Kjt7NtCoRCxWIycnBz0ej2xWIxEIoHFYsFsNpOTk4PFbMGSY6GgoIBt27bN2/8zQsxGEvyIySKBz/SR6p75S0IecV4S9ghxabq7u4lEIkPTXRTS6cxqR+l0moqKClwuFz/72c9obGykqqqKJUuWcNVVV+F2u2d616dNR0cH3//Xfx3ze3fcfjtbt25Fo9GgKAp9/f34fD4i4TDHjh/j6JGjfP4v/oLKGQxJxlqy/HzVOel0mr6+Pg4ePMje9/byp5/801kR8kwGVVWzwUxeXh5msxnIVN/s37+fl19+GZ/Pl6mOUhT6+/sJBoLk2nLJzc3NBJpD23hfWyyWUVMOFUUhOtREfHgb9A3y9ttvo6oqn/nsZ7DZbDP1lkyr/sT+MW8vMK6d5j0RIkNCnwxFUQiGgvj9AYKBAPn5+RSXlMzqXnKzycjAR8KeqXN2dQ9I6DPXScgjJkTCHiEuTFVVmpubae/o4PnnnwegtKQEu92OTqdDp9Oh0Wo41XSK0rJSrrnmGhYtWkTL6RYaGxvZv38/y+rquObqqykrK8NgmJ8rSyWTSXp7e+nq7qK5uZmmxibSSpqamlpqliwh35lPKBjKTJPq6KCrsxObzYbL5SLHmoM1x0qONYfNmzfjsDumZZ8vNtARGSdPnuS3v/0tbrebAncB7gJ3pmG2243T6bzkPlHDgVl3dzc9PT30dPfQ3ZNZpayoqIiS4hI+cMsHyMvLm+RXNL3GC2/Ott5Vfc5tez0tF/WzJBCaPKqqkkwms/2tVEVFb8hUxI383U2lUtkm8lardd5PP5zvwY/f76exsZHGxkZ6+/oIDFWn5uTk4HA4sNlsDAwMEI1GqampyWy1Nbhd7nn/bz8ZJPCZPmOFPiDBz1yxp6OT73/xHgl5xMRJ2CPE2I4dP8ZLL71EKpVm2bJl5FgsJJNJbrrppnOmjSRTSQ4dOsyunTsZ8HgoKHDjdLqw2214PF56eroZ9A3icrkoKyujrLwcW27u6Aa4Q8ueD1cKKUqmAa7RYBw1NclsNpNrs1FSXDxD70xmKtPRI0c4cOAA3UOvzV3gpri4mKqqKlDB6/PR2dFBZ2cnVquV8opyysvLqSivoKy8jBxLzrTtrwQ6s08kEmHfvn20trbS09PDwMAATqeT4uJiSkpKMpfFJThdlx4cTafLCW+mynihkKooxBOJTE+roS0RjzNwKgdHnoOioiKKi4ux2Wx0dHRQf7yejs4OrFYrdrv9zGazY3fYs6H3fNHc3Mx//Md/jPt9k8mUXb1w+fLlHD58OPueRKNRuru7s/e999572bx583Ts9qwwVugDc2d8GYlGONV0isamRhobmwiFgtTW1FJTW0tZaWk22Dn7993n82UWUGhsorGpEZPJzDVXX8369euzVZDi/CTwmX4S/Mwuezo6z/t9CXnEJZGwR4iMWDzOU08+SWdnJx+864PU1S2/qDLsQf8gHo8Xr9eDz+vLLDvt8+Hz+Rj0D6LX6cnNzaWktJT648dJDy2lPRaDQY8tNzM9xevzZW8vKyvlC1/44rQ3YU6n0xw4cIDtr7+O2WTimmuuoby8nIKCAhRVYcdbO9jx9g6KCouora2loiIT6FhzrNO2jxLozLxXXn6Fd997l2QySSqVIplMZpeMLy4uJpVMEQqHWLFiBcuWLaO4uJiiwiL0Bv0M7/m5ZmN4M1EjV1ALhUL89Kc/JRAIEIvFsFqt2Gy2M1uujWCBiWg0SigYJBAMkkqmyLHmUFRURH5+PslkklgsRjwWJxaP0bg3RjAYJBQK4XK5KC0tzfTaKimhrKwMu90+02/BJenq6uKnP/1pdnphTk4O+/dnfg/uv/9+1q5dy+DgIK+88gr79u0DQKvVYjabs2GPzWajuKiYLVdvkQ/5zI3w56233uK5559HVVVycixs2byFD3zgAxcdYKqqyunTp9m5cycNJxtYs2YN11x9DcUzeGJmLpH+PTNPwp+pcaEQ58rVlef9/p9uWy8hj7g8wwfj2XTwFWK6eL1efvSjH7Fq1SruvPPOSZ1ipagq4VCIffv28eZbb7J582Zee/U1tm3bhs1my3woUzJVPEpaIRqL4vF4iUWjVFRWsqi6murqanJyprYKRlFVotFIpkluKNMod2BggLd37sTtcrFt2zZqampGlaP39PTw69/8Bq/HQzKZxOVy4XK5cLpcuFxOysvKqa6untT9HCvQAQl1Ztrjjz/OsWPHxvzegw8+SGVlJTabbcY+/E40uIGZD2/S6TQ+XyYs9ng8oy59Ph/Lli3jzjvvxGKxZJe337FjB6+88goAOp0OvU5HWlHIz89HURRisRirV6/GaDCg0WrRarXU1tZSUzP6mJ9IJMZtdj2ySkhJK4RCITxeD01NTcRiMSwWC+9//zYYaoM+l6eOqarK/v37OXnyJG1tbQwMDOBwOHC7M9WLW7duxW63z4mKs9lmNoU/iUSCrq4u+gf6GegfoKGhAZfbxYMPPohed2kBtD/gZ/fu3ezevZsCdwE33nhjtlG9uDAJfGYPCX4m5nKDnPORkEdMGgl7xGyVVpQprWIJR8I8/T9Pc+LECWpqa1m5YgUut/vMstyqmqlEWL7iklf8qT9xgl/96pdYzBaCoRAulzOzzPeyOpYsWTLp8/kVRaG3txedTkcymRxz83g8HDl6hL7ePkwm09BqYJmz2XabnQ0bNmSmY11ANBbF6/XS3dVNY2MjR48epaCggC9+8YuX9RqkSmfuOXHiBP/zP/9DdXU1H/zgB6e0cfJcCm8m6hvf+AbpVJqy8jKcTmcmOB26tNvt7Nixg507d6Iqana5+9KSUj7xp58Y9V4nEgmam5tpaGjg2LFjBAIB8vPyycvPw263U19fT2VlJWazObOZTJiHlrUfXt4+nUqRSCZJJBIkEgmSI64Hg0Gampqora1l3bp1LK9bjk5/pgJiIv2E5koQpKqq9FuZQuMFPzC949FkKskTTzxBOq3wgZtvpqys7JKnJabSKba/tp3GxkY+//nPn/kZySR+vz+7oqAEheOTwGf2WajBz1QGOecjIY+YdDKVS8wmfr+fb3372+j1OnIsOZmllnMyl/n5+bhcmQ9ALqcLp8uJQX/plTjhSJj6+hPUHz+OPxBAAzSfPp39/l9+8YuUl5df0nP3D/Rz5PAR3t75Nn5/AKPRSGVlBaeaTvG3f/u3uFyuS97vsRw9epTHf/rTUbe5XS4KCgqyy2vb7XZWrlpJZUXlhAazaUVhcHAQr9eD1+PF4/Xi9XiylQbxRBxnvpOS0hLuueeei5q2JYHO3KaqKq+88grvvfce9913H0uXLp2U571QkDNXwpuJOn7sOE8+9SSf/vSnL/lvzVjC4TCtra20tLTQ0tJCe3s7ubm5uN1u8vLysNlsaLVaYrFYZopWPI5Op8NoNGI0GjEYDNnrRqMRi9nMsmV1WHIsl7xPYwVBcyX4EVNvJsKfdDrNyy+/zPH643g8XiorKqiurqasvJw8hwO7w47NZp/QSacXfv8CBr2Bm2++mXfeeYft27cTCoew2+zZ3lglpaVUV1VRVV1FdVU1eXl5EiiOQQKf2W0+rOx1viBnqkKcC5GQR0wZCXvE5RgcHKS+vp76E/WEQiFsNjsFBW4KCwux2+wsXbZsQr1v0uk03/72tzEajTidTpwuFytXriCZTGWmNQyFDB6PB9+gD6vVisvlZuWKFVx77bWjwov33nuP1157DZ1ej0Gvx2A04nDYKS4uYXldHWVlZecMsP71Bz9g0aJF3HHHHRddTZROpzl27Bi73tlFe1s7+c58UDNhUiQcIS8/j+uuvY5rrrnmop73YuzctZOnn36GggI3X/qbL503zFFUlWAggNfrPbP5hi49XgKBALm2XJzOzJQsl9M1qtrAZrNNeIAqoc78oaoqTzzxBMFgkI9//OOXVb1zdqgz30KciTh27BhPPvkk11x9NVuuvnrSqqEURWFgYCC7MtTBgwfp7e0FID8/n698+SujqnGm28jQR8IeMZ7pWuErGo1mg9Gu7i4C/gD+gJ9wOIw1J9OU3OFwYLPbUVWVWCxKLBojFo8Ri8bo7evjc5/9LDve3oF/0M99999HSXFJtnonmUzS0dFBS2sLLS2ttLa0oNVqqaqqYvmK5WzcsHHSX9N8IIHP3DBe1c/ZpjoMulAVzrCZCnLOR0IeMeXOPqBK4CMupKWlhR/+6EcAGPR68vPz8fv9xBOJ7H3++Xvfm3AptMfr5bvf/W72600bN+J2u9FqtVgsFsrKyiguLkar1eL3++kf6OfNP76J3+/nIx/9aHZlqvf2vsdbb73F/ffdj6qqxBMJAn4/7e3t1NfXE0/Eufbaa7nxhhuzP+vo0aO8+tprhIJB1q5bR4HbjdlsxmKxYLFYMFvMGPQGEskEycTQdIZkguZTzex5dw+2XBuxWAyfz8eatWtZtnQp1dXV5OfnT0updiwW46WXXmLH229z++23jXptAP39/Tzz7LN4h0KyHEsO+c78TKCW78xcDm15eXno9ZfWq0BCnflLVVW+9KUv8U//+E+X3Ex5ZLizEIOds/X19bFjxw4OHjzIiqHA+nIqexKJBD/4wQ9Ip1IUFhVRWFhIYWEhFouFdCpFMpkiEAwQCAQIBoPYcnP54AfvmrHQZzjwkbBHXMh0j1HTikIoGMQfCBDw+/EH/Gi1OsxmE2azBYvZjMlspq+vj9/97lnWrlnLLbfeMmafH1VVicVjRCNRIpEIHR0d/OGllygvL+fhT396Sl/HfCArdM19Ew2DRtpUXjbh8AZmZ4AzERLyiGkl1T3ifFRVpbW1lT3v7qGjvSOzVO9QLwejyYjD7sCRl0dVZSU33njjhZ9wSDgc5te/+TVOp5OcnByUtJJdSSYcDtPZ1cnAwACFhYWUl5XjcDiwWCwcO36MjvYO/vzP/5yysjKSySS/+MUv8AcCrF+3jiVLlhCNRvF4PPQPDLDjrbfYtm0b12+9Ho1Gk1k2dyiI6eru4tDBQwQCAaLRKNFYlGg0c+YumUpiNAxNazAaMBqMFBUXsXHjRk6ePMn27duJxeKYjEZ0Oh2qqrLl6qu59tprseXmTtr7r6gqp0410dnRSVdXF13dXXg8XpYO981Ysfyc6WzPPfccR48eZf2G9axcuXLUmcbLdXawI6HO/PWVL3+Fb337WxfduFzCnfOLRqLseXcPO3fuxOFwsGrVKsrKyigrK7uohuy/+tWv0Ov13HfffaNu/8UvfsHBgwcpKytj2bJl2dWiDhw4gM/no2bJEgoKC3G73ZSVlU1782wJe8TFmA0nJRVV5cUXf88f3/gjdXV1lFeUE4lEskFOJBIhGo1mL41GIxaLhZyhaehFxUXceOONOOyOad/3uUwCn4Xj0JG2ORvcXAwJecSMmA0HUjH50uk0/f39qIBWo0Gj1aAqKsFgEL/fz4BngA3rN+B0Os95rKqq/Pu//zunW1ooKytlw4YNlJeVo9FqCASCtJw+TWNjI13d3SxatIjPP/LIpO57Mpmkq7uLzs4uQsFgZjAVjRKNRLjqqqtYt24dkJmycOToUU7U19N8uhmr1YpGo6G1pZWx/hpqNBoeuP9+1q+/+L+zHR0dfP9f/5UrVq8mnU7T29fL4OAgOq2OeCKBQa9n46aNvH/b+y97+eFwOMxTTz1Ff38/tbW1lJaWUlpaSlFR0Xk/eHd2dnL06FG6urvp7uoiGAxSVFxMaUkJ+U4nFrMZs8Uy6tJisWAeOls5csqdhDoL19e+9jX+4i/+gqKiogndX8Kdi6MoCsePH+fUqVN0dHRw+vRp8vPzefDBB1m8ePGYj2loaGDPnj20tbWRm5vLI488MupvQTqV5stf+TIAFRUV3H333bhcLnRaHZ1dnWzfnmkcO+zOO+/k+uuvn9oXOgaZxiUuxUyNUyPRCE89+RQGozET3IwIcIbDHEuOBYvZQiQSob+/n+7ubvr6+nA4HJSWllJWVkZBQYE0Zr5EEviI+UBCHjFRtce+AAAgAElEQVTjpLpnbkskEjQ0NHDk6FHq649jzbGiHao2UVUFAJvNTp7DQUNDAyUlJfzZn/3ZmM/V0dFBY1Mjra1ttLa2EIvF0QAFQ1MDCgsKqF5UzZIlNRPqxzMdhufFDzdETqdSpNIpUqk0kXCYUDjMhz70Ia7esuWSnvvnT/wcm83OfR/+cOa2VJKB/gF6e3vp7eulr7eP1atXc9VVV13Uc6dSKfbs2UNrayttbW0Eg0HWrl3LXXfddclTqiAzvaunp4euri58Ph+9vb10dXfj8/nOua9t7ei51HfecQebK+b/2RVxrjfffJPt27ezYcMGtm3bNm6ViYQ7l+/73/8+nZ2drF69mvvvv3/M6ppwOMw///M/c/vtt7NkyZIxG7urqsprr71GJBIhGAxmG6inUilKSkooKSnJhsUlJSWXvLLgZJGwR1yq2XBiUlVVTp48ycGDB+nu7qa3rw+r1UpJSTHFxSUUFhRwuqWFPXv2AGAw6Fm/bj333nvvtO/rfCKBj5irJOQRs4oEPnNDKp3iyOEjHDx0iKbGRioqKli1ehWrVq4iLy9vzMek02l+/ZvfUFZaytatWy/4MzKNCGOYzeZzmvEmEgn6+/ux2+1Yc3NnLPBJJpM8+uijhMPhzFLjqSSpZIpkKkU8FiPf6WR5XR11dXXkjjGtypHnGLWClKqqPPnkk3T39ODz+YjFouTl5VFRUcFHP/LRSd33QDDIN77xDSAzGHS73UQjUZYtW3bOlIyLdejwYZ5/7jn8fv9QI2sX+fn55OfnE680YTSZ0Gq1aDQalhjNJJNJbHYbS5YsmYyXJuaAWCxGV1cXHR0d9PT0EI/H8Xq9tLe3YzFbeOTzj1A81AsLJNyZTF1dXRw7dowT9fX09vWxZPES6pbXUVVZiaKqJJNJdu/ejcVi4e67757p3Z10EvZcPEVR6OvrwzPgIRIdni4UJRqNYDKZuO6668Y8xs1HMxH4HDx0kFdeeRWdVsumzZsoLy+nuKj4nID2m9/6Jn5/YNRtZaWlOPIc3HnnnRQWFKKqKqlUCjSgQZMZX2k0aCB7KSt0je3sps0gwY+YvSTkEbPSbDhrIs4VDod555132LVrF4WFhaxfv54VK1acc9Y9lUrR0dFBb28vsViMUDjM/v37cDpdPPjAA6iqSntHOzabHWd+PnaHY0IrT/X1DzUTPXAQu91OMBgknohz/XXXc9ttt03Ka0yn03R2ddE6tFRwf38/eoMeo8GIikpLSwt33/0nbNq0iVNNTTz22GNUVVezbOlSKqsqybHkYLaYMZvMeDweTp48ScPJk8RjsVE/R0Vl0DdITW0t77vmGmpqalBVle9897vU1tZQWVFJXn4+Br0evV6PyWwm12olx2od9V6l0+nscqrDSxfHYjH0ej0OhwOHwzHuGfTGxkaOHj1KR0cH7R3tpNMKV6xezSc+8YnLeg9j8Tj79+1j3759hEp1lJaWUl5eTl5eHptlCtaC1t7ezi9+8Qs8Hg/5+fksX76ckpISLBYLOp0OvV6PwWCguqoavUEv4c4Ui0QinGxooP7ECTo7O7Pvv9Vq5b777ruovj1zjYQ9Z6iqSiKRIB6PE41GicfjBAIB2traaGtro729HZvNRmFBYWaqkMVCjiUzbai/v58D+w9w74fv5corr5zplzKtJvPEZFpR6O7qIhwOo9FkwheNVkswGOB3z/6O//WR/0VtTe2EAhhFVYnHYtkp5++++y4tLS0UFhbS2NhILB4DNTMOQc3cH1XNTjl32O1UVlZSVVVFZWUlFRUVM16JNxtJ6CNms1kd8mg0mmXAb0bctBj4eyAPeBjoH7r9q6qqvjje80jIM7dJdc/MC4fD/OAHP8Dj9bJ2zRpuuPEGSktKsys7BINB+vr6aDndwumW03R1dlFYWEhpaSlmsxmz2UxdXR3Nzc289957hCMRqquqCIVD+Hy+oSXSbeTnO8nPyyM/P5/yigrqli0bNbB49tln2fXOLh765EPU1dUBEAqF+P6/fp877riDNVetQVVVQuEwep0O41Cj4vPp6+/jX/7lX9BqtOj1epKpFG6Xi+rqaqqqqykuKiKVTmUaQCeSqKrKG398A4vZwqc//Wni8TjNzc2cbGykq7Mz00w5FiM6tByqXq+npraG6669jpqamlEDtGgsytNPP0Nvbw9f/OJfotVo2PPuHhpONJBKpc5s6RSxaCYsi0YimC1mtFod8ViMdDqNyWzCbDJjMpkwmU2YTCZSqXRm5Q6/H71ej93hwOHILNmaSCRobWklmUpRXV1FdVXmtVaUl1/2QO7svjrhSJhUSxsHDhwgHotTu7Q226A1mUyOfp2pFMlkEkVRUBWVtJJGUZRR28ggwGAwYNAbMJlNlJaW4na75QzkLJdKpTh8+DAnTpzgxIkT2Gw2ltctZ9OmTRQUFmTvJ+GOmC4LIexJJBJ0d3fT2dlJZ2cnfX19xKKZ41Q8FicWzxyrLGZL5nhiNmO1WqmsqKSyqpLKikpyrDkkEgm8Xi+eAQ8DngEGBgY4ffo0GjTcdfdd1NQs3DHa8Fg1GApREc0c35KpZOZyaFMUhYqKCioqKkmnUrS1tdF8upnTp0/T1tqGIy+PPIdjaLp7ZlMUha03bGXlipWXvG+KovCHP/yBgoICamtryc/PH/e+qqri9Xppa2vLTufu7u7GXeBmed1y3ve+9112D8C5LpFIDP3+e/D7B9GgQavV0h1Vs1XKGo0GrU7LpvwyCgrcGI2mmd5tscDM6pBn1A/SaHRAJ7AJ+CQQUlX1/07ksRLyzA9nV/dcLgmMJq6/v59/+t73yLFYSCQT5DnyUFWVQDCAVqPFbrfjdLmorq5iUfUiKisrMZnOHNC8Xi+//NUvMRqM3HLrLVRUVI6aYpVOpxn0+/H5fAz6fPh8Pk41n6K9rZ265XVcecWV1NXVYTAYePfdd/n9iy9y3bXXcsONN6LTaunq6uLRRx/F7XbT09ODRqtBSSskEglqamv47Gc+e97X9thjj/FXf/3XpJLJ7MHZYrGMGxjEYjG++c1vjlqWfaS0opBKJjEajcTiMQ4dPMSOHTvQ6XV8/pHPjwpSduzYwZtvvkk0GqWsrIy6ujrWrltLnmPsaW+KohCJRFBUFZPRSDQaxefzEY1FzyzBPrQMu6qq2UapqWSKdDqNJceCyWiiqroKt2tyQpGJNkz2eDw0NDRw8uRJotFoNqzR6/ToDZmKJb1ej1arRafTodVqz9nS6fSIQXOKVCpJNBqlo6ODRCIx6uxjZUUllhzLZb8+MTUURaGjo4O9e/fS09PDn//5nwNnAh4Jd8R0mi9hTywWy4Y5nZ2ddHR04PV6KSwspKysjPLycoqKisjJycFkMmVPxAw36U0lUwx4Bujr66O/vx+Px8PAwACeAQ/hcJh8Zz5utzuzudyUlJawaNGiBRGwq6pKKBQiFo0RT8TPqaLt6Ojg+PHj2OqWodXp0Gl1WLtS2ZMSAC0tLfh8PtLpNCWlJSxetJhFixZRvah61PTt2SSVStHZ1cn+/fvZv28/N9x4AzfeMPEVTueLdDrNT37yE06dOoXT5cLtdmVbFChpJXNiKn3mpFQymcSrGAmHw9kKydxcK3XaXNwFBRQUuHG5XOj1F7eqpBATMZdCnpuBf1BV9RqNRvN1JOQRl0lCo0uTSqfwerxotVpsNtuoMGcs+/fv53e/+x033Hgj11133UX1zwmFQhw5epRDhw7S3tZOvjMfo9FINBqjr6+PiooKPv/5R9Dr9Ph8PvoH+iktKc32BkgkEvz9P/w9X/5/vjzumatYLMbf/8PfYzQYSSQSaDQaVFXl/vvvz66odbZDhw/z6quv8Dd//TfZn7N37146Ojvp6uykp7cHrUbLipUr2LLlapYsXpxdPeymm25i2bJl5zxnOBymo6ODw0eOcOjgQRKJRCb0MBgwGgzZgbjJbEYDeLxefF4vZrMZp8uJxWzBaMwsw240GTEajGi0mjOhTyJBMBCku7ubFStXsnHjRmom0APn7ABnLLNlFazh6QWtra20trbS0dFBXl4eH/vYxygpKZnp3RPjSCQSfP3rX+cvvnY3er1ewh0xo+basus+n4/Tp09z+vRpmpub8Xq9lJaUUlZeRnlZOWXlZRQXF59T1RoJRzLN+/v6Rm3+QT/5znwKCwspcBfgcruyoY7D4VhwKzb5fD6ampqyWzKZzAZkZ2+5ublsvX7rqJMLY7UfCIZCmIaO13NJOp3mN7/5DU6nk1tuuWWmd2fa/e655+jv6+Ohhx66qP8HiqriHxxkYGCAQ629hMJhwqEQ4XCYUDjEcp2Nj3/840DmxF9baytWqxVrrpVcay7WXCs2mw2Hw4HdbpdQSEzIXAp5fgLsV1X1R0Mhz58CAWAv8Neqqp67dMsQCXnEdJjs0AjmfnDU0trCD3/4Ixx2O4sWL8LpdGE0GEin0+dMR0qn0tnrmdvTpNMprrziSq6//nrCkTD+QX+2b0AikSCdTrN06VISyQSJ+Jnbh8+wvfnHN8nPz+cjH/0Iet34K0aFI5k58EajEb1Oz69+9St0Oh1r1qzJTgGKRqNEYzGi0QjPPP0MH/nIR1i8eDGBQICfPP44ttxcli9fTmlpKcUlJSjpNPv27WPHjh3ULa/jnj+5h527dnL48GE+99nPnfes53CJdjKVIpXMVOfE4jFi0RixWAxVVXE6nbhcroseJO4aOEZ3VxcnT55ky9VXY7fZznv/2RLgXApFUXj00UcpLi7m+uuvP2+Juph++/bt4/XXX6ekLjNN77M3f0jCODFrzOawJxKJ8Oyzz9Lc3EwqlWLRokXZrbS0dMxpyqqq0t3VzbHjxzh69CgDAwMUFxVnwpzCgswKloWFuFyuC05zno+SyWTmA3ZbG6lUCkVRGBgYIJFIsGTJEmpqaqipqbmsacFzrd9kMpWkq7OL1tZWGhsbaW5upqioiE996lNYrbOz6miqxGIxvvHNb1JeXs6G9etZuWrlZVdeHTt+jGdef4e1a9dSUFhIKBjkjT++gam1D5fLhdPpxGQyEw6HCQYC+AN+goEgJpMJh8NBKBwiLy+P//2/vzBJr1LMJ3Mi5NFoNEagC1ipqmqvRqMpAgYAFfgWUKKq6kNnPeYzwGcAXKVF6/7ft/5nyvdTiMk2FcHRxbrcQUggEMDr9Wbm8Xu9pJJJ9Ho9Or0uM01naIrOa6+9hsfrRafTUlpSmu0DsGjxYqKRCN093fT09NDT3UNPbw+hYAhFUTCZTBhNRkxG01AViylzhsxkZMniJVx99dUXPSBrbGrk0MFD9A/0M9A/ABqwWCxYzJmGk0uWLOH6668H4J3du3n22Wdwu9zZHj7DFTdmk4ldu3bR1NTEd77zHRRF4Yc//CHRWBSX88yKU/n5+eQ7M5d2m/2iz5TuDzahAko6nQmGUil0Oh0mkylbOTU8zatEyTSPfuedd7j99tvZvHnzRf2suaalpYU9u/dwvP44DruDDRs38L73vW9BTC2Y7dr8Ozl44CDR+nY+/vGPj1pNS4jZYjaGPbFYjG9/+9t8+MMf5oorrhj371k6nab5VDNHjx3l2LFjaLVaVq1axcqVK1m0aNGCq8oZi6qqHDp4iBd+/wIVFRWsWbMmM0bR6XA4HBQVFU3J8WK2BT6KotDX3097Wxtt7W20tbXT29tDUWERlZWVLKlZQm1N7YILd0aKxeOcqK/n8OHDNDQ0UFlVyepVqwEYGBjIboFgILty2Zkm2iOuD30vkUzyqU99isqKzMk0RVVpPnWKvU3t+HyDDA76SKcV7HY7Lm8Es9mC2WQiEo2wf39mWnNNTS2f+9znZuw9EbPXXAl57gIeUVX15jG+Vw28oKrqqvEeL5U8QkzcoUOHsmev4vE4vQY96WzFTZp0Ok06lWn2a7Vas5tep0Mz1DdFo9Gg02rRaLXodTrMFgsXGiLt3LWLYCCAzW7PTpmKxTKVK7lWK4V+M8XFxRSXFFNcVIzD4UCn082KD+updIrurm7a2tro6+vLzNGPx4nHYxQWFnLbrbdlp7WlUin6Bwbw+bz4hvoP+by+7PVQKET+xqrs1Cu94UxZbubvrYqqZgKdVGpoufam5mzjTJMp04Q5kUgQCoewWCwYDAaCwSD5efm4C9yUlJSwccPGUY1u5ztFUWhtbeW5556juKiYez9874I8Wz3TVFWlse91UqkUlekckokEb+/cSUd7B3fdfRdbtmyZ6V0UYkyzIezx+/0cOHCAvXv3Eo/HeeCBB1gyxrTbU6dO8c4779BwooGCwgJWrlzJypUrpyywmMteeull3nj9dT750CezCzrMhJkKfTo6Onhn924OHTyI1WqlorIi03C7spKysrJsLyExWiKR4MSJExw7dgy9wYDb7Rqa3ujGMdSYWlVVlGwTbSVzqZxpqp2Tk4PFcv6+gX6/n13Hm4fGe8lsf8WtZUuorKyEC46uxUI1V0KeXwMvq6r6+NDXJaqqdg9d/0tgk6qqD4z3eAl5hJi43/72t+zevZvFixezevXqTIWMyZipmBkKHgwGA8FAkP6Bfvr7+/F6vdnpU+kRQVBaSROJRDAYDKxYsYLVq1ezZMmSMQeZgUCArq6uUU12rVYrBQUFaLXaaa9qUlSFeCyOyWxCqzlztvN8Ay9VVWlqauJ4fT0NDQ309vaiG3ottrVl2SVRTUZj5uCek0PO0OZ2uzDoDaiqSjKZpC7XTjgSJhqNApxZrUGjBU0mtLDb7ZlePSZzZj/POiurKArhcJhEIkFeXp6EGmQGZr944hek0ik+8YlPXLCnlJg8/Yn9pFIp3n7iWXp6egAyvUPKStEbDJSWlkrII2a1mWjOnEgkOHLkCPv27aO9vZ0rrriCdevWjdnsOBaL8cILL1BfX8/73/9+Vq1ahe0CU3LnG0VRCIVC+P1+VFXNNvHX6XTZ64qiZE8i9ff38+KLL2I2m/nkJz85K6aMTlfgk0ql+D//9//g8XgxGY0UFRdRWFBIcXExRcXFFBcVEQgGaG9rx2yxsH6cPoViNFVViScSRMJhIpEIer1+UgNWWbpdTMSsD3k0Gk0O0A4sVlXVP3TbE8BVZKZrtQCfHQ59xiIhjxAXp6GhgSeeeIJtN27jhhtvuKznUlWV3t5ejh07xsEDB4kn4mzatIktm7eQY82ZpD0erampiRP1J0gkE9m+P/n5+SxfvpzKysrzlqh7vV52797Nu+++mzlQx+O43W4KCgpIJpP4c60kkpnl1PV6PVu2bCEnJwdFVThy5CiegQEqKipwFxTgcDiAzJmbtUXFKIpCOp0mFArh9XgZ8Azw5ptvEgwG+fjHP87q1auz+5FOp7NBUSAQwO8PEAhklkQPBAIoisJXv/rVbJ+ZZDJJf38/vb299Pb20dvbQ19fH+l0mttuu43Vq1cTCoV47NHHGPAMoNFoRjWMNBozQV5paSmrV6+mrKxs3p7xVRSFZ555htbWVj796U8v+OVgp9pYq2WdOnWK559/nkgkwle/+tUZ2jMhLs10hj3f/e538Xq9GI1GHnrooXGXKa+vr+e3v/0ty5cv54477sBsNk/pfs0mBw4c4J133sHn8xEIBLBYLDgcDjQaTfa4O/JSo9FgMVswW8xYLBbM5szlhg0bKCsrm+mXM8p0BD7pdJpAIMDg4CB9fX2ZqfE9PfT29pJry6WiopKGhgZuv+024vE47e3tBAKBzBYMkIgnMJqMmRNOJhMm8/DYwozZnKku3rx5My6Xa0L7c/DQQV54/oWh5sO55Obmkmu1kpubi06vB1Vl+NOnLTeX5SuWk2OZmvHkxfD7/ezevZvde3YTi8bIseZgzbESi8VIJBLULl3K0qW1rFq1Cot5clf+lOBHnG3WhzyTQUIeISYukUjwzNPP0NrWyic+8QmKioou6/lUVaW9vZ2Ghgba2to4efIker2ewsJCHA4HZWVlVFVVsXTp0kv+Gf19/XR2dtLb14vBYODFF18EYOXKlaxYsQK9Xs+JEyc4cOAAX/nKV3C73WM+T2NjIz/+8Y9ZuXIlt99+O4WFhaSSKXr7ehkYGMBoNJJjycFgMHDw0EHefvtt7r77bjZu3Mju3bvZu3cvDz/88ISqQ1pbWnn6macxGo3cc8892bOHgUCAnTt38t677+F0OamqqsJut+OwO7A77AwMDPDUU09lQ6GW0y08+dSTeL1eXC4XRUVFFBYWUVxURFFxEeFwmGeeeQaHw8HmzZt56smn+PB9H6a2tjaz6lY8MWop2NOnT3P48GEURWHVqlWsW7eO8vLyS/63ma1UVeWNN95g165dfOpTn5oVZ2/nm2MdL9HU1IS+fTB72/AZdgCn08kDDzww6z5UCTFRUx329PT0sH37do4cPsKVV13JLbfcck4D+WAwyPPPP09LSwv33XffuCHQdBn+XDCdJwl+97vfkU6nue6668hz5KE3jL/Qwlw3k9O6fvSjH1FdXc0VV16Jw27HZrdjt9swGU2ZcURsaEn5eCx7fXhped+gj9tuvS27nLzBYMBgzFzqdfpRvy8vvfwSsWiMtevWEQ6FCIVDhEOZlajSqXTmThpNdqXRpsZGqqqruWL1alatWpVdYXU6eTwevvuP/whAYUEBVVVVmIYCLoPRiMczwMmTJxkc9FNWWspf/dVfTen+SOgjJOQRQmTFYjF+/OMf43a7uffeey95KkskHKHhZAP19fWcOHECvV6PVqslGAzidrupWVJDVXUVWq2W7du3093dzcMPP5xpzuzx4PF4iESirFy5gjVr1mTLzUOhEDt37qS1tZXVq1dz5RVXYsmx8Hd/93cUFhaydOlS4vE4Pd09tLW3odPpyM3NZe3atbz99tts3bqV66+//pzB5969e0mlUhiNRvbt20dTYxPXb72ebdu2jfke/PCHP6S1tZUbbriBrVu3YrVa+eMf/8jAwAD33nvvmO9Jf38/J06cyJ4l83g83HHHHaxZsya7P5FwhH/74b9RW7uU973vmjEDtr179/LrX/+aL33pS/T09PD0009z34fvo2553bjTsdLpNG+//Tbbt29n0aJF9PX1YTabufbaa8nJycn2A4rH48RiMaxWK16vl/r6etLpNF/58ldwF4wdjM11Bw4c4Nlnn+X2225nw8YN87Z6aToNV+4sNxfw0ksvsWfPHpYuXcq1115LXl4eDodjQVUZiPlvssOexsZGtm/fTl9vH1uu3sLmzZvPmXalKAq7d+/m5ZdfZuPGjdx0000zuiS3x+Nh+/btNDY24vf7yc3NxW63n7NVVlRSWlY66rG9vb0cOXIEm83Gxo0bL/rv8Ouvv040GuX222+fzJc060134BMKhbBarRf975NKp/jlL36Jz+cjmUxmttTQZSJJOp1Gb9Bnw594LM4dd9wx4em78Xic+hP1HDl8hIaTDTz88MNUVVZdyku8LI2NjRw7doxINIp2qNHyMKPRiNFgRFVVVq1eRXVV9bTum4Q+C4+EPEIIIFPB89hjj1FcXMI99/zJRR/EFUXhvffe491336Wnp4f8/Hw8Hg8VFRUsXbqU6upqKioqRoUmiqLw9a9/HaPRiMvlym5utxuDwcDhw4c5dvQYlVWV2O12jh45ypVXXUlNTQ1HjxzlRMMJ7rnnHtLpNG+99RZf+MIX0Ov12eduamrijTfeoK2tjbvvvpsNGzacs9/pdJovf/nLOOwOysrLSCaTxGIxotEo27ZtG/Mxg4OD2QCrqamJ4uJi7r33Xv7rv/6Lhx9+eFTlSyqV4qU/vMQ7uzPLZBYVFVFUlFmtYuR7kUqm+PGjP6a6uvqCA9W9e/fy3HPPYTAY+NRDnzpnwDyeQCDAf//3f2enmO3bt49EIkFubi6xWIyuzi5UVSUSjWCz2bDZbFgsFm699dZ5Wc0zrLOzk5///OcsXrSY+x+4f6Z3Z87qT+wnFovRu/sYA/0DVFRWUFFRgdlkYueuXfj9fr7wBVnqVcxfkxX2fOc73+GGG25g06ZNY4b3XZ1dPPnUkxgMBj70oQ/N+Mp0qWSKH/zgB9Qtr2P9+vW43W6CweCZKT0jtiOHj/C1v/vaqOPf7t27ef311zGZTKxcuYpbbvnAuD9ruGltKpVCVVVMJhP79u3j3Xff5bOf/eyCXTFstq3WdTEURck0Fh4OgJJJnE7nJfURPHz4ML///e/5y7/6K8zT0HMvlU7xzq53OHToEL29vSxfvhyb3UYkEiESjmQuh7ZwJIxOq8v2Ysyx5pBjySHHaiUnJwfriD6NZ+5jJSfHgl43+dVpEvzMb5cb8szfekghFpBEIsHjjz+O0+m8pIDn5MmTPP/c81hyLGzevJlXX32V0tJSHv70wzjyHOM+TqvV8o1vfGPcn7dixQoSiQRHjx7FP+jny1/5crYM96qrrqKnp4f//M//5KGHHsLlcvHKK69w2223ZZ976dKlLF26lL1797Jjxw7WrVt3zgBQq9Vy1113cfjwYZqbm1m2bBkbNmxg+fLl4656kJeXx5YtW9iyZQvxeJx/+Pt/wO128yd/8if88pe/5AMf+AAGvQFFVXjl5VdwuV387d/+7XlLiF9/43UsFkt2/89n/fr1VFRUYLFYLqqfjH1o5bKTJxvRajQMDg7S39+PwWCgtqaWj37so1RXV5NOpeno6KCltYXTp0/z2GOPYTAYWLVqFWvWrKGysnJeVby0nG4hHo+zYeO5gZ64sOHKHYDOHQd5b+9eABqbGgGwWCwL9oOXWFiG+07t9bRk/19MNOwJhULU19fT3t5OKBSitqZ23A+5z7/wPHV1y/nAB26eFX+LX/j9CxQUFnDbbbdl9ycvL4+8vLxR90un07S0tHDq1ClWrFiRvb2wsJBwOMwjjzzC9773PdatW4tWq6W5uZnTp0/T0tKC3+8nPbSqpEajQa/Xo6oqxcXFLF26FK/Xy89+9jM+9tGPzevpWuPZVD76w8eH9kAAACAASURBVPmejqZRX8/m0Eer1WYX9rgciqoyMDBAJBohEPBjLiicpD0cXzgc5sUXX+Smm2/ic5/7XPZE41hUVSWRSIwKfjLhT+YyEAjQ09szKhwKRyJEIxF0en02BHK5XNxx5524nM7L2vcNNaNP3r3X1MGugYtf5ESCodnlUv4NxyKVPELMA88++yy739nNTTffxOLFi6kor5jwIOmpp56iqamJO+64A4fDweOPP87NN988bavkHD9+nN/+9rfZ/j5jTZdSVZXHHnuM2pra8zaSDoVCHD92nKPHjnLq1CkqKytZu3btmOHQ8PM2Njby/HPP89d/89dEIhF+8pOf0Nvbi16vR6fT4XK5eN/73sfKlSvP+0F39+7dNDU28dGPffTS3ogJevXVV1EUhYKCAgoKCnC73RdcwlNVVfr6+jh08BAHDh7ILN+5dStXX331lO7rVFNVlWeeeYZTp05lg0IxcSPDnZFNlSORCN3d3XR2dtLQ0EBPdw+rr1idXV1PiIXiYpZd/8Mf/sDRo0fZtGkTVVVV5w3TX3j+BUxmEzfddNNk7u5F6+7u5tVXX6Ojo52//OJfYskZ/1gSjUb5+c9/jl6v///ZO+/wpu57/79s2ZYtL3nvvRc4DJsVbEYIARIgo5lkNU3SJE24adP+2nTc+9y2t22apmmT5vY2DYQ0hJmwQ4CwzF4GYxvbeG9Z1rJsben8/hBWcG3ANjYYotfznEcgS+ccjXP0Pe/v+/P+8MQTTyAIAmfPnuXUqVN0dnYyefJkcnJy+PDDDx0XyokJiSQkJBCfEO9wdvSWf4NdNKqrq6OsrIzS0lJUKhUpKSk8//zzY0L8Givcyi6fodAh7+CPf/wjBTMLuOeee6445tJ2d7N58yZCQ0JJS08jJjqmz2MFQUDTpUGlUhEgDXCEeF+OpkuD1WLFx8eH0tJSvvrqK5YvX37N8dRw6G0C0iv8XLx4kX3797No0UImTZqM6038rg/kBhoKToHIzkgJM71MTo7mexMnO8u1blW2b9/Ovn37AHBzcyM8PJzo6Giio6NJSkoiJCTkJu/h6CGXy6mursbX19dR4nMza9FvdXQ9OqouVlFfX099fT0ymYzIyEji4+OZOGFiv3IgQRBQKBS0trayatUqR2bLW2+9hUqlIjExkdDQUEJCQhwzeRaLhY6ODoKCgsjNzR3R/T969ChGo3HAvJ1eFAoF7777Lm+++eagsoZMJhOVlZUUFRXR09PDlClT8PPzQyKRIJPJqKuro66uDgTs2T2eYrZt28a4ceOYM3sOOr0OlUqFQqHgzJkz9PT0cOeddzJt2rQBZ2e1Wi2///3v+fGPf4yrq6tjpnKstfjuDdL++9//TmFhoSPPR6VU0aXtYuLEiSy4Z8FVB/tjBZ1Oxwd/+4AubRfJycno9Xo6Ozux2Wzccccd5E3OIyT09j2PDpeBxJ3Dhw4RGBRERkZGv8e3trayb98+KisrWfbEE6RcR8i6Eye3IoMReyorK1m7Zi2ZWZkOAT4kJISgoKB+vxkXqy7y6epPmTVrFnmT8274+ba5uZk9e/bQ0NBAYWEhU6dOveoYzGQy8e677xIdHc3DDz/MwYMH2bVrl8M5m5aWhkgkYv369VgsFjo7O8nIyGDu3LmD3idBEGhvb6ehoYH8/HynyHMVbmfRRyaTsWHDBiwWCw8+9CBRkX2D/Q0GA3/74G8kxCfg5u5GZUUlmi4NqSmpiEQiOjo66OjoQCwWI5VKUavVGI1GQkNDCQ0LIzgoiNraWlpaWxB7iNF2a3F1FWEymbjzzjtZsnjxDXmdbW1trF23DpVKRUZ6OhkZGaSmpY54167R5GYJRGaziYqKCkrOlSD2FPPggw8Nex9GUpz5d2fV9eIUeW5hPvroI8aNG0dycjLd3d1UVFRw9MhRNF0agoOC+X8//X83exevC0EQUKlUCIKARCLBYDBw7tw5iouL6erqIi0tDV2Pjk5FJ0qlEj8/P2bPnk1+fj5arRaDwdA3xd/d3VkyMEh6W2TW1tZy+PBh5t01DxdXF1pbW2lra6OtrQ2JROJot92bW2O1Wuns7EQmk1FUVGQXQf6NgIAA3nzzzRv9kgD4+OOPCQwMZNasWYPuviAIAhcuXODChQt0d3fT09NDSEgICQkJJCQkEBgYyMkTJ9l/YD+PPvooMTED/+g0NDSwc+dOBEHgySefRCLp3+7z008/paqqip6eHgAkEgm/+tWvhlWXPtrs27sPg9FAQEAAAQEBSKVSvLy82L17N6Wlpdwz/x7S0tLw8/cb84NtpVJJbW0t3t7eBAcHYzabOXHiBGfPniUoKIhJkyaROz73lhCuRpMrOXfA7ug7fvw44eHhzJo1izvuuKPf+fb8+fN8/fXXLF++/EbsrpMxgslk4ujRo2i7uhBdcjj2ujF0Oh1qtdqx9PT0EBoa6ji/JiQk3JROOaPF1cQeQRCora1FJpMhl8uRy+V0dHQgkUh49dVX+x1PjY2NHDp0iAvlFxifO54ZM2aMejaPxWxh1SeraGluoXBWIVOmTMHd3f2az7PZbGzbto2TJ0+ydOlSggKDWLN2DWFhYSxdstRR1n3o0CFKSkpob2/HbDbz29/+dsz/ftzq3I6Cj00QOHnyBNu37yAwIIDklGRSklOIjonm45UfEx4eztKl30QTqDVqqqqqAAgLDSMkNKRPS3adXucQf+TyTqKjosjKynKUDBpNJrq7tfZ8nQHGdqOJQqHgQsUFLlyooL6ujujoaNIz0slIz8DHxwejyYTJaMRoMtq7qRqNA97n4eGBj48P3j7e+HjbbwMDAsd0k4ThiER1dbVUVlQilUrx9fNFqVRy550zh70PIy3MjCROkecWZv369Zw9exaxhxgPsf3gjImJISEhgZTklFvugsRms9Ha2nrJIVFPfV0dAgLu7u709PQgEonIycnhjjvuIDExsc+Ax2az0dTYxOYtm+21rHod3t7ejgC33ovm73//+/buLn7+uLm7YTQa6erqAhh2yNuthM1mw8XFZUiDpra2NrZt24a/vz8RERFERkYSGRF51e9Xe3s7f/7zn/Hx8SEjI4PIyEgiwiPw8PD4pqPCpcVkMuHi4oJUKiUgwG6LHa3PQS6Xs2PHDi5evEhYaBgZmRmO/buegeSXX36Jm5vbNa3zNpuN7du3U1ZaxrPffZbQ0P714r0OvSlTprBw4cJRsf6ONo2NjXz11Ve0tLRgNpvtYdOh9pbuvaHT3t7eN3s3+3H+/Hn+9cm/sAk2XF1ccXF1wWKxAOAmciMzK4sZM6aTmJh4k/f0xnI1cQfAarGyb/8+9u/fz7Jly9i3bx9KpZI5c+aQkZFBV1cXGo0GtVrN1q1b+d73vucs2xolxJY9ABjdBu+AGC1sNhsnTpxg165d9jLgmBgsFgtWiwWL1YrVasXb2xt/f39HfotEIqG9vd3hlKyvr8fH26eP6HOrd/obSjizIAj839//D7VGjUQiwcPdAw+xB+7u7nh42G8NBgOnT58G7Dl2zz777Kjtu1Kp5E9/+hO//OUvh+Webmxs5OOPP+ZnP/sZgk1g7969HD5ymPvuu4+JEyc6HicIAmaz2enQvsHcboKPxWKhsbGRi9UXqb5YTWNjIzk5OTz2+OM3tcRptDCZTFTXVHPhwgUqKyoxGI2IPTwQi+3XifbrRXH/+zw8MJlM37Sq7+6mu7ubrq4u8qfkU1hQeNuI7SUlJaz+bDUiVxEGo5Hc8eNZtmzZzd6tUcEp8ji5afT09HDkyBFqa2pRqVVoNBoCAwP7DOYCAgKGdPHdOxMWExPTZ3CgUqnYunUrWq0WjUaDRqNxiES9bUm7NF1IA6SEhoQSHGK3Sfv6+iL2ECP2tJ8ExWIxvj6+ffJqLGYLao3a/tgxUlpjNpvp7OwEICIiArC/N3/5y19oa2sjNDSUqVOnkpeXN6CgotPpEIvF1yW2yGQytm3bRk9PDzabzdE9QafTodfpsdqsjse6urpis9n6reOPf/zjsLd/NaxWK7U1tZRfKOfChQvo9XpSUlIcS+BVwuysVismk6mP+LJx40YiIiIGnVFz8uRJtm3bxuOPP07qv5WuaDQaDh8+zPHjx/H29sbX1w9fXx98fX3x8/Ozdx8LCiYoOGhEvm+9jrmhHmuDRafT0SHroF3WjkwmQyaT0dTURG7uHRQWFoyZHBytVsvbb7/Ns88+S2xsLGDPkFAqlY5FoVDg7e3N3XdfufPL7cS1xB1BEDiw/wAHDh5Ar9eTl5dHaqrd8t7Q0MDXX39N7xghJCSEmJgYQkNDmTx5Mv7+Vw5kdzI4egWdy0nyyaSmu3zAx4+G8KNQKGhubkaj0eDmdqkFspsbJrOZ/fv34+fnx6JFi67Znc9sNqNWqwkODu5zHhIEgeLiYnbu3IlSqQRg0aJFFBYWjvhrudEMVuwxmUx0yjsxmUyYzCbMJnO/W6PJhJeXJwkJCY7z12jQm2+XmJg4pFKqy3n//fcpKCggOzsbm83G3/72N1JTUpl397wR3lsn18vtKPqIRCKnO2yQqFQqdu/eTU1NDT/96U9v6LYFQRi1z6m7uxuRmwgPDzGi27jCwynyOLnhGAwGdu7cyenTp8nJyWH8+PGOco8bNWvTm3Dv4eHhOIlYLBYUCoXDJi2Xy+np6bFbGy8tJpOJ7u5upP5SvCReqFQq9Ho9fn5+9vulUkcuUmhoKIGBgQQGBg7KzjxcertVVFRU0NraSkdHB9ouLYFBgRj0BlJSU8jOzqakpASZTMbLL7/sqKdXKVXMv2c+48ePx8XFBa1Wy969ezl65ChL719Kfn6+4/2qrKx0vGdisZiw0DAk3te2pcrlcr744gvHfvn4+iD1l+Iv9cfT07NP20wvLy+kUikikRtxcbED5nuMBiqViurqaqqqqrh48SJeXl788Ic/7Nclobq6mo0bN6JWqwkLCyM1NZW0tDSKi4upra1l8uTJ5ObmEhAQcMVtCYLAmTNn2Lp1K5MmTWLRokUDPs5ittCp6ESr1ToWjUaDQqFwLO7u7gQGBhIQEOBot+nl5WVfPL3w9PL85vaSKNUb3KfX6enp6eHEyRO0trYSEhLC9GnTCQkNwcvLi+Cg4FHrUKLVajl06BDHjh3jkUceuWGf89VobGzk888/v2opkSAItLS0UFVVRV5e3m0zs/XvXEvc6cVms/HFF19gNBodQq7NZsNmtWK9JOo2NTVhMpns65o0iUceeWS0d/+25UqizmAZSPwZivBjMBiorKykuamZ5uZmmluaEYvFREdHExAQgMVicSw2m43JkyeTnp4+4LosFgvnzp2jrq6OmpoalEqlPazeVUTOuBzGjRtHSkoKrq6urF69mjNnzpCfn8+sWbMICgqivr6e5uZmsrKyrirK3wqMVNv1a9HbKADsnRb9/e2/wUO9kNKoNfzpnT/xysuvDCuz7IMPPmDunLmkpKawdetW2traeO6555zl9GOc203wcTI4Gpua2LB+Pa+//voN2+bRY8f44vPPEYvF+Pj64uPjg6+vj/3Wx/5/Hx8f3N3d+/zuWCwWrDYrAdIAwsLDCQgIuC0dW4PFKfI4ueFs27YNuVzOAw88MKT2z2OF3twZvV5PQEAAvr6+DieKTCazD36bm5HL5SgVSjoVnXh5ehEWHuYQfQIDA4mNjSUsLOyqA6zeErbq6mpHvo2Pjw/e3t5IJBKampqoqqwiKNgeeBobG0tISAiBgYG4urpiNBrZvXs3LS0tZGZmkpub63AugT28cfuO7QiCQEJCAmfOnGHixIm4u7ujUCiYMGECCoWC6upqFAoFoaGhdsHLYKRd1k5oaChpaWmkpqYSFxc3oPNHr9OzZu0amhqbeGLZE2Ou1KW1pZWL1RcdQp6uR0dlVSW/+MUvcHFxQa/TU3y2mOLiYlQqFUuXLiU9PZ2Ghgaqqqq4cOECKpWKCRMmYDabOX/+PPFx8dx7770DDoCLiorYvHkzEomE5OQUpFJ7qcLMmUOrCRYEgV/+4pfExMZgMBgwGAwOIdJqteLm5oabyA13D3dccMFoMjryrSQSif075CUhKTmJCRMmUFVVxYkTJ9BoNOh0OiwWC/feey85OTmjNpvS2NjIRx99xHe+850+7XRvBhq1hj+89Qfmz59Pamqqo5ROq9XS1NREZWUl5eXluInc6FR08pOf/OS2C7cfrLhzNWw2G3V1dZScO8f50lIkEgnjxo1j3Lhxo54XcrtxvaLOYBiM60ej0VB08CAnTp4kPj6e2NhYx2TGcIXO9evXU1ZWRnx8POnp6eTm5uLp6UlFRQWHDx+moqKCZ555xnFe2L9vP9t3bCckJASj0YhEIiE6KoryCxcIDQ1l0qRJjB8/fkznR1yL0RR7ejtbdXV14evri0ajoaurC5vNhp+fn0P06e1SGR8ff0V3Z3t7O++++y5PP/00MdExeEm8hvQb8atf/Yof/vCHdHZ2snr1al5//fUbnmPi5PpwCj7fHiorK1m5ciVJSUkkJCQQGRmJRqOxZ4bJ7ZO3vRM8VpsNm82KWCzG388fP39//C+dW9zd3dEb9Bj0BseY1dvbm+kzZuB72e9IfUM977/3PsuXL0cqlaLVaunu7kbbbb/t1naj7e6mW6vFYrHg5u5mH++6uduz3lxcUKpUyGTt6HR6QkNDCQsLI/xSXEBEeMQtPzEwWJwij5MbgslkorysnNNnTtPY2Mjy5cuv6na4nVixYgWenp7k5+f3KfuoqanB1dWVrKwssrKySEhIcIgk3d3dFBUVcfToUXx8fEhJTiExyZ5D1Bv+29PTQ0REBOnp6dcllgmCQGlpKU1NTUyfNh1/qT/Nzc2sWbMGqVTq6PCRl5fXx5HU6yCqrKyksrISWbuMgMAAeweC3iUk1OEMKSkpYfOmzSQlJ+Hi4oJKpbIP1C9dLERHR/cRoIbzOlQqFW1tbXR1dWE0GjEYjHh4uNtP8qFhBAb1z106d+4ca9aswdPTk4KCAsRiMTExMY7ygj179rBz506CgoJYsmQJqampWCwWVCoVUqkUT09P2tvb2bhxIxqNhhdeeIHS0lK+/vprJk2axN13392nrMpms9lLBtUa1Bo1Go2GrVu38uCDDzJlyhQaGxspKioid3wumVmZVx08/+THP+E3v/1NP8eRIAjodXo65B0Unymm+Gwx4eHhzJ8/f9AiW3V1NV988QV+vn48/sTjo+JaEQSBkydOsnHjRp5/4fmbntNSXl5OWVkZVVVVDneZm5sbkZGRpKamkpmZiSAIfPjhh7z55pu3jeX7esUdg8FAVVUVFRcqKL9QjlQqJSfH7sa43YSw0eJGCDqDpVf46erqoqamhg6ZjOiYGIJin3T8bl+4cIGmpibkcjllZWWEhIQwf/78QbnyKioq+OSTT3jjjTcc3RcvZ+3atZw9e5aMjAw6OjrQaDRYrVZiYmJIS0sjOzvbIcJarVYqKio4deoUFy9eJDAwEF/fb2Z6fX188bk0AxwYGDhgDtpYYzTEnu7ublasWIHZbObeRfeSkpoC4MglvDw3q6mpifp6+z4kJCSQmZlJZmamQ4ipqKhgz549dHd309nZSUJCAi+++OKgyru7u7v53e9+x3//93+jVCp59913eeGFF/Dx9kHiLRlV17OT0cMp+tzedHV1UV9fT119Pe1tbfhL/QkNsY/z/fz9Ebm64nrZYjQaHdEYvecWs9mMp6cnnl6eeHp64eXpiUwmo/hsMVOmTKWwsABviTdmi5nPP/+cxoZGnn766esaQxgMBmQdMmTt9qiA9vZ2WlpakEgkZGVnk52dRUxM7G3r9nGKPLcwmzZtorW1lezsbLKyssZEtkVjYyO7du3CZDLZVV2rFZvNhlKhJDYulgkTJpCdnT1msmtuBCtWrEAqlbJ06dI+9wuCQFtbG2VlZZSVldHa2opEIsHX1xe1Wk1ubi6FhYVj4nMdDL3lbr0dCC5fAAIDAvH186WnpwfBJmATbPZ0+0uvt6mpiXnz5vVztFitVowGI3qDHr1e75gBMBgM6PV65HK5o+uXh4cHwcHBeHl5Ob5/3t7eGAwG5HI5GrWGgMAApP5Sx8Dfx8eH9vZ2Wltb+dGPfjTghbtSqaSkpIRz587R1tbmCIrWaDQEBQYRFx+Hu7s7RUVFDodHd3c37/zpHRYvWcy4ceOu+t5t2rQJDw8PtFotlRWVTJ8xnbPFZxF7ilmwYMGAwozZbObNN9/k97///TXFBqvVyr59+2hqauKZZ5651kcJQFNTE//4xz/Q6XTMnz+f9PR0QkNDr7ukUqfTUVxcTHV1NbW1tXh5epGUnMTMmTMJCwu7rnWPFIIgoFarEXuIHSWJgiAgk8n45JNPyMvLo6Cg4Cbv5fVzPeKOTCZzdJ1rbm4mISHB3sY1M/NbM0t2PYwlUacPAlRXX2Tf/v20tbUxY8YMpk6dSqv1m06J3VotBw4eRCqVsuuwvTGCq6srVqsVPz8/IiMjHa5CV1dXR8aeSCRi9+7dNDU1MX/+/Cu6F3/5y18SEhJCeHg4UVFRJCQkEB4efs3znMFgQKFQ2Gd9L83+Xv7v3t+izIwMMrOySEpK6ieQjyWOyapRKhXUn7PR1dWFRCIhNzeXuLi4qz6vu7vbXnpcdZGw8DCmT5+Ou7s7giBw6NAhNm/ezHce+g55+XlXXEfvpElNTQ2lpaVUV1cTGxNLdnY22dnZjm5YRqORVatWIZfLmTdvHhMmTLhq2VWvY7KgoIDCwkL27NnDhfILdGm70Ol0/PznP3fmdd0G/LvoA07hx8nAqFQqvv76a0pKSpg2fRrBQcFcvHiRs2fPkpOTwxNPPDGi27MJAs1NTZSWllJyvoTIiEiefPLJEd3GWMEp8tzCrFixgqCgIAwGA+Xl5fj6+DqUyaioqBs+y1xTU8PKlStZuHAhwcHBiEQiXF1dEYlE+Pv7X5dL41ZmxYoVBAQEsGTJkqs+zmq10tPTg1arxc/P77Z5vwRBwKA3oFKpUKqUGAwGJBIJYrGYixerOXXqJBKJhAkTJnDy5EnALhjZnTgGrFYrXl5e9hmAS4vj/2JPDEYDFy9eRBAEPD09HZlBAQEBeHl5UVtbi1qtZvr06UyfPt3RMeDyiwCj0cic2XMcA9cr0dPTw4EDB2hvb6dD1kFQcNAlS7srbm4iCgsKHetobW11OD6uNcO5adMmjhw5wsw7ZzL3rrl4enpis9koLi5mw4YNfP/73+8TpikIAhs3bkSr1Q5KtNH16Fizdg0e7h48sWxwP5hms5mKigpkMhktLS10yjuRd8qR+ktJTUslJzuHxKTEIYdz19TUsHbtWpRKJampqeRNtof1Dibf6UbT3d3N2bNnqampoba2FrFYzJQpU5g1a9Yt7eIZSuZO7+y+SqVCrVajUCgcrWYzMuzd6ZKSkpxdcK7BmBV1LmGz2jh77iwHDhzAYrZQUFjAhAkT+PRfn1JbW+vo5uQh9sBgMODr68vLL79MTXc5XRoNjU1NNDc1IQAny0PJysxEfClzrba2FqVSicViIT09naVLl16xrMpgMPDLX/6SX//616PynZLJZJSVlVFeXk57ezvJyclkZWaRkZkxaLdir9jr5+fn6Aop9ZfaS28v5QsOx5Gi1+mprat1nG86OjqIjY3FMz2KltZW6ootLHtyGREREZw6eQq1Ro1gE7DarI5JjebmZjo7O0lOTiYlJYXq6moaGxq5a95djt+vKVOmMGfOnCFNtplMJiorKyktLeXChQsEBQU5BJ+wsDDKy8tZsWIF99577zVLj5VKJTt27KC2tpYlS5Ywbtw41q9fj81q4+FHHh7y++Zk7OMUfZxcC4VSyd6vv0Zv0JOcnEJKcnK/IP6RprGxkc+/+ILlr702atu4mThFnluYFStWkDc5j6zsLGw2G40NjZSWllJaWorVZmXChAlMnjyZ4OAb0270yJEj7N27F7PZTHx8PImJiUycOPG2DScdLB999BGBgYHXFHm+beh1ekrOl3D69GlaW1uZkj+Fu+bdhVwux9PTE7FYjKenJ25ubo6TvCAIKJVKbDYbISEh6HV6fvf73yEWi1myZAnp6ekDziIqFAq++uorqqqqmDFjBm5ubuh0OsxmMzExMSQnJw+q5O3ixYusWbOGxYsXExoaSmdnJw0NDTQ0NNDU1MRzzz1HTXUNJrOJ+vp6MjMzmT179jXXq1AoEGxCv9bACoWCv/zlL/zi57/oE4JcVFTE8ePHeeWVV66ZQdHd3c2f/vQnsrKyWbz4vkHPXLe1tfH5558jk8kwmUz4+vqSm5tLVlYWtbW1nD9/HoVCQUZGBvPmzRuS40wQBBSdCkepX01tDaGhoaSkpBAaGuroHubj43PTxBSj0cj7771PSGgImZmZJCYm3jYlpnLTGSYFxTu6EZ49exa9To+AgCAIaLVaVCoVWq0WX1/fby5kpVICAwNJTEwcM66rWwGxZc+YEnQux6A3cPTYUQ4fOkxwSDAFBQW0t7ejVCgRBIHTp0/z3ee+iyAIfZwxvZ0IL8dqtXLu3DmKW49h0OtpUo3n/vvvH9IYQKvV8sc//hGRSMSsWbPIy8sbNedvT08PFRUVlJeXU1VZSUhoKJmZmWRlZTm6Ug6EzWZjy5YtHD16lIKCAkQiEWqVCrVa4+gUOnfuXObMmXPV7Wu1Wurr6+2iTk0tCqWCuLg4kpKSSExMJDYmFleRK7/97W8xRdk7K3a3BFBVVUVKcgqRUZGO8ggXFxdEIhHh4eH98vEaGxv56quv8PDwYNGiRdftDrZardTW1lJ63j7e9BB7YLPZSElJYcmSJYP+jfn444/x9/dn8eLF/OY3v2HmzJlDzqZzcusykPADTvHHyY3DKfJcHafIcxO5XOS5nN4yoJMnT3LmzBlCQ0PJy8tj3LhxN6RMSqPWUN9gz2o5X3KenHE5zJo161ubzeAUeQZm5cqVlJaWpLQSHgAAIABJREFUApCYmEhISAh+fn7YbDZ7q1iTyWH5713kcjlisdgxI3zPPffg6enJp//6lPIL5TzwwANMnTr1ittsbWnl2PFjuLm5IZFIHK2ea2pq8PHxITk5hYiIcHp6ehy1xFqtFgCRSITVakWpVPJf//Vf/db9j3/8A7VajZ+fH6kp9rbo06ZPu65j7ujRoxw8eJAXXngBqVSKxWxhx5c7OHfuHC+//PKgymKsVisb1m+gobGBp556alAX5waDgT+/82fuvPNOxo0fh4+PD21tbWzcuJG8vDxH1zWNWsPJUyc5fPgwL7744rAv/C0WC/X19dTW1CLvlKNQKOjs7MRisTB9+nTmzZt3Q7MabDYbK1euxMfHh4ceeuiWdu0MhNx0GsOFFg4ePIhYLGbihIlIA6S4uLjg4uKCj48PAQEB+Pv7OzveXCe9Dp4xJ/II9vPLji93kJGRQUFBAVFRUXy2+jMqKitISkxCEASSkpOYMWPGkNdd31DP/gtf4ebmxoQ7fzG0pwsCx48fZ//+/XR1dTFt2rQrdiEcKXqFi/LyckpKSkhMTOS+++67qqP23XffJS0tjfnz5wN2YbjX+fjFF1+wcOFCR1mnIAi0t7dTX19vz7aoq8OgNxAbF0tSUhJJSUlER0cPeLx1abpQqVWUdrehaw8mMSGx34TAzUIQBJqbm9HpdKSlpQ36eb0ZfW/8+A08L2VzvPPOOzz22GPXLG92cnvjFH+c3CicIs/VGbvFzN9iXFxciIyMZPHixSxatIjy8nJOnjzJls1byM7JJj8vn/iE+FHbvr/Un/HS8YwfP54FCxZw9OhR3nvvPe666y6mT59+210wXROBb99rHgRPP/00RqOxTymIRqPB3d0db29ve2mAhwdiD7Hj34FB9lBNg8HA3r17efvttxGLxUilUp599tlrhn5GRkVy//3397u/t4tZTU0NLS0t+Pr6EhkZSUb6JQu/C47uAVcTbWw2G0899dSIdXjJz89Hp9PxzjvvMGfOHI4fP05YWBivv/463t7eg1qHSCTi4UceZtOmTRQVFfHggw9e8znNzc3YBBvTpk/DxcUFq9VKW1sbarW6z0WPv9SfuXPn4u3tzdq1a/nBD34wrO+6m5sbycnJJCf3HcRpNBq2bNnC2398mwcferDf30eLbdu2YTSaeOqpB267Y1ev07N1zTkC4rt56qmniIqKutm7dNsyVgUei8XCF59/QUNDA6+99prD7btlyxYuVFzgtVdfIyj4OtweLhAfH09CfTr1+grH+zDYdu0uLi5MmTKFmJgY/vd//xelUjn8fRkkIpHI4U5asGABu3fv5u233+ZHP/rRgE6kQ4cOYbFYmHuZW2fLli1UV1cTFhZGXl5en1DpdevWUVtbS1Ki3aUze/ZsQkNDB3V+8fP3w8/fD7lCICR29FqsDwcXFxdiYmIG/XiL2cK27dsoKyvjqaftv5VlZWVs2rSJ1NTUIa3Lye1JfvTA34HjzdUD3u8Uf5w4GR2cIs8YRyQSkZOTQ05ODlqtltOnT/Pe+++Rk5OD0Wh0lMRcvojFYhISEkbEju/j48Ndd93FHXfcwerVqzl+7Dg5OTlkZWcRGRl5211AORkaYrGYsLCwIX/XPD09WbBgAVOnTqW7u/u6B4aurq6ODl/DZdrUaYSFhY1oC19XV1fmzJlDWloaO3bsYPbs2UyYMGFIx41araa4uJiysjLuueeeQT0nKSkJT09P/vM//xOz2YzJZCI5OZmHHnqI9PT0Po/V6/RUVFQA9lndkTym/f39WbZsGeXl5axZs4aU5BQSEhMcop+HhwexsbEjmt1hMpk4ceIEmZmZ6HS62yYbC+xh2qtWrSI7O5up08YRFeIUeEaLsSrwdHV1sXLlSqT+Ul599VU8xPZj58CBAxw/dpyXX3n5+gSey3B1dUVVqSfpnkxqussRW/YMWugpKyvj008/Zfbs2cydO7jnjBTu7u4sWLDA7iyUywcUeUJCQtBeCqCePXs2Li4uCIJAWloaixYtcpyTDAYDMpmM0vPn+dmbb+Ll5TXs/ZoUFM8pxZkRb69+o5DJZPzrX/8iJCSU1//jdbwkXqhUKtauXctTTz1107srOhnbOMUfJ05uLE6R5xbC19eXvLw8tm3bhlKpJDExkfj4eIwGIwajvVuRRqNBr9ezc+dO4uPjmTNnzrAvoAVBQKFQ0NDQgFarJTs72xGo+8mqT3BxdeGxxx677WduBMZ+SeOtSkBAwJjJSfn3ssmRJDo6mueff77Pfe3t7Wi1WhIT+4cf6/V6SkpKOHPmDG1tbeTk5PDoo4+SkJAwqO25uLjwgx/8AIPB4BBTBhJvGhsb+eSTT8jOzubJJ58ctdKe3kycAwcOUFtb6yjfq75YzWOPj6y938PDg5/+9Kd8/PHH7Nmzp19XvFsNm81GXV0dJSUlnD17lgceeIBx48YhN53hlKJ+WC3TbxZyuRx5hxx3D3fH97K3XfZYYqwKPPX19axatYrp06czZ/YcuHRIFxcX89VXX/Hd736XyMjIEdueSORKb0l/ks83Qg9c29XT3d0NMKhzll6n5/MvPqe1tRWdTkdoaCjh4eHfLGHheEkGL64YDAaOHDlCR0eH45zW2dmJm5sbXl5eiMVi0tLS+I/ly/nre+8hchVROKuQwsJCvvzyS37zm98QHBREp0KB2WwmODiYOXPmXpfAcyvTW3735ZdfsmDBApKTkzly9Ah1dXU01DdQUFjgFHicDBun+OPEyejgFHnGCL35JdeadZZIJMydO5eioiJiYmIYP378Fdd3/PhxVq5cSVhYGHPmzCExMfGqs/RGo5HGhkYaGhscYbT2mfY4AgKkNDY2IpFIWLx4MVOmTOHs2bO8//773HfffUybNu26Xv9YZqTdDU6cWMwWPvroIzw9PVEqlSQlJeHq6moveVNr0Bv0pKenM2PGDDIyMobVJtjd3f2qOTglJSVs3LiRBx98kJycnCGvX61W8+WXX6LRaNBqtfT09DBp4iTumnfXgCVxnp6e3H333Y7/t7W18fe//53MjJG/kHZ3d6ejo2PA0r5bAavVSk1NDSUlJZSWluLv709OTg7Lly93iKIhHhP6dNkaDQ4ePEhdXR1dXV2OfKvIyEh71tO4cX3ESb1Oz7mSc7S1thITG0tcXBwhISG0t7dTUlJCSUkJOp2O6KgozGYLJpMRnU6PvFPOW2+9NebOsWNN4Dl+zH6R/cgjj5Ce8Y0br7q6mvXr1/PII4+M+IW2p6cXGo0Gs8mMu4e74z0ZjKsnPz8fo9HIP//5T5555pl+Ic+X4yG2i31qtZqoqCjS09Nxc3OjubmZU6dO0d7ejlgs7iv8hIcTFhaGWCymp6cHmUyGTCajra2Nc+fOkZaWxnef+y6tra2sX78evV6Pi4sLer0eXx8fJk2ejIeHB24iEZPzJgMQGhrKU0895Sg/Dg4OHhUnoNx0a7l5du/eza5du8jMyESv1/PXv/6V3Nxc8vPzefjhh28rt6STscNA4s/x5ibOaJ3ijxMng8EZvHwTefvtt1EqlUilUmQyGV6eXvz3r/97UM81m81YzJZrzm5ZrVb27NnD7t27mTlzJvfdd1+fvyuVSsrLyykvL6e+vp6oqCji4uKIi4sjNjYWf/9vWlLv3buXw4cO4ypyReQqst+KREgk3rzwwvO3bcDnhx9+SGhoaL/3zomT4WAxW1j92WdYrRYeeughBEGguroaV1dXpFIpUn8pvn6+o3o8qdVq3nnnHb73ve8Nu8Rt37591NfXM336dHx9fXF3d2f37t3U1NSwePFisrOzB7xwFwSBU6dOsW3bNhYuXEheXt71vpx+tLW18d5773HvvfeSn58/5gSEXsxmM+3t7bS1ttHa1kpHRwd6vR6FQkFQUBDjx48nJyfnit10ertsjTSCILBp0yYaGxuZNWsWfn5++Pn54e3tTXV1NUVFRcg75EybPo3g4GCKi4uprq4mPS2dmNgYmpubqa+vp6enB4lEwrhx4xg3bhxxcXF9Povz589TVFTESy+9NOKvYbiMtU5aFouFzZs2U1tby9PPPN2nAcK5s2dZu24d9917H1OmTrn+jQnQqeikpaXFLpi0tnG+9DwBAQHMnDmTcePG9RkT1HSXA1d39Rw+fJjt27dfU+gBuwPn+PHjFBUVERwczDPPPOMQjFUqFTKZjPa2dtpl7bS3tzucOi4uLo6y4V4XUEVFBadPnyYpKYnp06f3yQNramri1KlT1NfX8/jjjxMaGno979qQOaWov6VEHo1GQ319PUqFEqVKSXZ29pBCmp04GW2uFPYMTvHndsYZvHx1nE6em4irqytGo5HMzExSU1Opqqri/PnzGAwGVCoVBoOB4OBgwsLCiImJ6ZNbMdAsfU9PD2WlZej0OvR6PQa9fT31DfXMnDmTO++8s8/jm5qaePfddx3unKeeeuqqobSzZ88eVDtpJ06cDIyuR8dHKz7Cz8+P2ppa/vCHP2A2m3njjTccIs/1YrPZEAShz63NZsNgMKDX69Hr9dTW2EumXF2GLyTpdDo0Gg1eXl6OdsWPPvooNTU1bNy4kePHj7Nw4cI+rYzVajUbNmygq6uLF55/gciokSstuZyIiAh+8IMfsGbNGkpKSnjooYfGRFlgdXU1lZWVDteBRqMhJCSEyMhIIiMjSU9PRyKRIJVK8fPzG9Q6R6Nk69ixYxw+fJi0tDQaGhrw9/d3tF/PysoiKyuLtrY2ioqKqK2tJTc3l0ceeaRfnpVOp0MikVxxO71debZt28a8efNGNJtpOPSWIo0VlEolq1atIjAgkFdffRWx5ze/zwcPHGTnzp088ugjI1LuaNAb2LhxAxerqx2ZfuPGj2POnDlotVrOlZxj165dRIRH8OijjxIQGDCoEq4pU6awe/du6uvrrynyeHp6UlBQwJ133sn7771HY2Oj4zm9pb2XZ4oJgoBer3d8x1QqFRs2bGDfvn3k5+fz+uuvD3hOjYmJue3LzEcSf3//K7rGnTgZC1y55OvKzp+BcApCTm4nnE6em8iKFSuoraklIzODRx99lNOnT3PmzBl8fX2RSqV4ij0ds2pisZgXX3zxqjPSx44d4+DBg6Snp+Pl5YWXlxfe3t5kZGRcMUy2vq6effv30dDQwPTp05k9e3a/fJBvO04nj5ORwGAw8Je//IWsrCzCwsI4e/Yszz33HJs2beLY0WOI3EREREQwdepUMjMzh5X/cPr0adatXQfYc3lcXO0ttUWuIjy9PPHy9LLfXjo/TJ06lbi4uGG9HpvNxsmTJ/lq51ckJiUyY8YMh1PDarVy8OBBDh8+jFgs5o477sDLy4tdu3YxY8aMG3aesVqt7Nu3j6KiIp588smblhvR25GmtLSUKVOmOFwHQUFB1/0+jIabx2w209LSglqtpkMmo6GxkYaGBgwGAz/+8Y9H1PnQ3d3Ntm3bqK6uZtkTy4iLH9738XoZazk8ZWVlrF+/njlz5nDnjDsd+TsAW7ds5dixYzz73WdH5Dvd2NjIvz75F+kZ6dx7771XLPPU6XSsXLGSjMwMZs2a1edvV3L1vP/++wiCwEsvvTQkd+Jnn31GSkoKkyb1ncSsqKigra1twJblKpWKP//5z47cqrHMrebmceLk28DVHEFDwSkW3RgaGhv44vMvWL58+c3elVHB6eS5hYmIiCQ6Opo5c+bg4uLCpEmT+g1owH4x9ac//Yl33nmHuLh44uJiSUxMJDAwsM/jrBYrKckpQxIj4hPieSbhGWQyGVu2bGHVqlXcddddhIaGXnNW1Wq10t7eTlNTE+3t7ZwvOc9jjz/mDOBz4uTfMBqNrF+/noSEBBYuXMg//vEPJk+250AsWLCAmTNnIpVKKS0t5fTp03z++efExcWRkZFBWloaISEh1yw5qqysZOvWrbz+w9ev2u1MJpPh5+s3pCDTgXB1dSU/P5/c3FwOHz7M+vXrMRqNjB8/nokTJjJr1iwKCwtpqG+guLiYuro6XnzxxT7OntFGJBIxd+5cRCIR58+fv2nnpvf/9j4BAQH88PUfXvf7fiNwd3dHLpezefNmDAYDAOHh4cRER1/VmTMcTCYTBoMBkcheAnwzGEsCj81qY8eXOzh39hzPPvMssXGxff6+ZfMWTp46ycuvvDxiIcu7d+9m6rSp/YSbXhQKBfv27eNs8VliY2MGFIYHcvWo1Wrq6+tZtmzZkMtPJRIJer3e8X+r1cqqVavokHWQlp7GhvUbUKmUJCQmkpycTHJyMhEREdx///189tlnBAcFERnl7D7nxImTwXMlR9BQuVJo9FBxikV2enp6+lSwtLW1UXz2LKdOniQxKfEm793YxSny3ETmz7/72g/CfjG1fPlyWlpaaGhooOJCBVu3biU+Pp5p06bh6+OLyE1EfUP9oC3+/05YWBjPPvss27ZtY+3atcjlcnx9fQkNDcVmtdHd001PTw9Go5G4uDiioqI4duwYfn5+uLu709zcDDDiFwBjgVvB7eZkbCIIAsXFxWzftp2k5CTuu+8+BEGgsaGRRx99FLB3g+oVbHuzS4xGI5WVlVRUVHDgwAEEQWD+/PkOYWggtmzZQmBgIFqtFg8PD4xGIwaDveve5f/eunUrAOnp6YwfP57srOzrEh7EYrGjlLO9vZ2zZ8/y4T8/JCsrm/vvX0p8QjzxCfHDXv9IEBYWRnX1yAy6hoogCDQ1NfHqq6+OWjbQaJRs3XHHHQQEBFBfX099fT0NDQ2YzWa2bt3KwgUL8fMf3m8N2CcumpubKS0t5fjx48ycOZMnnnhiWAHjI8VYEHjq6urYunUrEi8Jy/9jOd7e3v0eExwSjMVsGbHfJUEQ8PHxQafT9ftbW1sbe/fupaqyiqnTpvLTn/4Ub5/++9TLvwczS6VzWbhwIWvWrKG7u3tIDRq8PD2pqqoiKiqK2JgYXEUiXF1dcfdwp6CggCVLltDT00NNTQ0XL17k6NGjaDQaxGIxubm5iK/gXh5L3GoBzE6cOBkcY0Usuh1EIpVKxf/87n+wWm2IXF1xd3dHIpGQm5vLc997jsiI0Sn7vx1wijy3CG5ubo5AZLDPfp46dYrdu3djMpowW8zExMQwc+bMYW9DJBKxePFiwD4IVyqUdMg7cHNzw9vbGx9vH0RuIurq6qirq+Oll14iIiICpVLJrl27KCstu+mZCk6c3Cz0ej3Hjh5DpVZhNBoxmUwoOhW4ilxZ9uQy4uPjAXsWlouryxXbRlvMFo4fP05PTw/3338/IpGIsrIytm7dSmdnJ1arlfy8fEJCQ/o875VXXuHM6TNs2byFHl0Pnp6ejkUs9sTTU4ynpyfz588nPz+f6upqzp07x6ZNm0hMTCQ3N5fs7Oyr5nJdi/DwcObPn09hYSEffvghhw4d6pcFdjOIjo6mqamJtra2G+okAnsOkbu7+6gJPKPVZcvNzc3hkDCZTOzatYuioiLUajUit6GVmJlMJhoaGqirraW2ro6mpiaCgoJISkri9ddf7xPme6MZC0HLLS0t7PxyJ+2ydubNm8ekSZP6fF+qL15k06bN4GIPYvb09MTf7zrfMwHKysvY9dVX4OLC0qVLHX+qr6/n66+/pqWlhZkzZ/LgAw/2yQO6Ft+IPXu4ewaEhz/JP//5T8cE0WDInzIF08GDbNu2jfb2dqKiosjKyqKrq4vKykqmTJmCt7e3QxgHezmZl5fXmA1av5xJQfGcUtTf7N1w4sTJGOZ6xaKhikRjURQKCAjgjR+9wabNm5F3dLBs2TKio6NvifP8zcaZyXMbotFo+Oijj8jIyEAikdDZ2UlMTAxZWVkj6rQxGAx0dXUhlUppa2tj3bp1TJgwgTlz5ozYNsYC//jHP4gIj2DRvYtu9q44GaMcPnyYXbt2kZGRQUxMDGKxGA8PDyQSCUlJSfbWvTo9O3fu5MjRI8THx5Obm8vkS218wS7uFJ8tZteuXY4yjG5tN/n5+QQEBHDq9CmCg4NRKpScPHWSWbNmsXDhwuved6PRSFlZGcXFxdTW1pKRnsHDjzx8xVyOxsZGioqKyMrKIiMj44qikFwu569//SuvvfbaFbtD3UhOnz7N7t27eeWVV64osI00VquV999/n+zs7FENrR+tLlu9KBQKtmzZglqtRq1WYzQaHWHMAy3ubu60tNqdp3V1dchkMqKiokhISCAxMZH4+Pgr5sTdSG52mZZcLmfnzp3U1tYyd+5c8vPz+7mZzCYzv/71r5k4cSLhEeFYrVbS09IJCBxekLggCJSXl7N7125sgo27776brMwscLHnI23YsIHW1lZmzZrF5MmTr9tdVdNdzqlTp9Dr9eTN+q9hrcNkMlFfX09JSQlVVVW88MILY+Kccr30ijxON48TJ07GAkPJJLrRgpAgCOzfv5/z58/z8ssvfyvyY683k8cp8tyGlJSUsGrVqj73+fv5ozfoCQwMRCKREBEewZKlSwalhBoMBuRyOd3d3Ui8JERFRXGm+Aw7duxALBajUWuQSqVMmTqF/Pz8YQXGjmXGusgzGrP4w+HbOlC1mC28+fM3ef31q2fhlJaWcuDAASQSCRKJhI6ODpKTk0lLS+P06dOUlJQQHR3N3fPuJj4hHkEQOH78OPX19cg75HR0dDjCV7Ozs5k2bdqId4j57LPPKC0t5bXXXrtiuK7RaOTLL7/k8OHDuLq6kpqaSk5ODllZWf3KS3bv3k1HRwePP/74iO7ncNm9ezdHjxzl4UceHtUWwIIgUFpayu7duwkKCuLJJ58c1Vmn3nPAaAo9l2M2m9GoNag1aofwc/liMpmIiooiJiaG+Ph4YmNjb2op1kDcLIFHo9FQWlrK+fPnaWtro6CggBkzZlzRBfu///u/CILA91/8fp/w5aHS6/49ePAgnp6ezJk9h+ycbMf38kL5BdatX8fkSZOZd/e8Ef283nnnHcQxAskpKYTEP31dbsHbDWcAsxMnTm5FhhpSPRKikE0Q+OeHHxIaFsa9ixYNOevtVsMp8jjph9Vqpby8HLPZjJeXF+3t7Zw4cYKuri6sVisWi4Xo6OhBpZEbDAbefvttJBIJPj4+dHd3097eTmRkJPfffz8xMTGObIDb1To3GJHnZgotN+rC7lqMhPX8VhnsGgwGqqqq0Gg0yOVyysvL+fnPfz6kdWg0Gn7/+98TEBDApImTmDBhAv5Sf2w2G6dPn0alVDm6Y3l7ezNlyhR6enrwFHvi5j46F8xKpZIjR45w8uRJIiIimDhxIqkpqfhL+5eGNDc3s3HjRpqamggOCkbbrSU6OprU1FRiY2OJiYlh3br1xMXFUlBQMCr7Oxyqq6v57LPPGD9+PAsWLBjRi1mbzUZJSQl79uzBzc2Nu+66i8zMzBtybhxtN8/txI0WeDo6Oig9X8r50vMoFAoyMzPJyckhNSUVd4+BHXNg/z795Cc/4Re/+MWw8/a6uro4fPgwx44dIyEhgYKZBSQkJPQRjCorKlm7bi3Lli2z/20UOHPmDLt27cI70Y2EhATiMl/6VszEXgunyOPEiZPbnZEUhLTd3Xz88cdYzGZeeuml2zomxCnyOBk0SqUSpVJJbGzsoA4KvU7P6s9WI5VKeeCBBxz3m0ymUc2YGGtcSeT5d2HHeYF1/dwKQlFFRQUbNmwgLCyM4OBgpP5SYmJjSE4e+iyF0WjEw8PDcSy1tbWxdu1a3N3dSU5ORq1Wc/LkSQDeeuutPsec1WpFsAn9BB+ZTMaFCxeQeEkIDQ0lNCx0wDJNi9mCSq0iODi437FssVgcF6UXL17Ex8eH1NRUUlNTSUpKcszE97qNdu7cSVpaGklJSbS3t9PY2Ehrayvu7u787Gc/G3Mz97oeHevWr0OpVPL4449f1YE1FFauXIlKpeKee+4hLS3thp4jnSLP4LhhAo8Ap8+cZu/Xe9Eb9OTk5JCTnU1iYtKQuoi98cYb/M///M+wxMie7h7+8NYfuCM3lzvvnElQcP8SJ71ez+/+53c88+wzjtyw0WTzps00mi5y19y52CQLRn17Yx1nyZYTJ07GAp3yTlpaW9DpdOh0OlJSUoiNjb32E0eBXlHIarXSqVBgMBiQeHnh6eWFl6cXIjcRRUVFpKelMT9p8IH+txrOFupOBk1gYGC/tutXorKyknXr1pGdnc2iRX3FjdtZNb0WTmFndLne9/OUov66XVVXGmzr9Xq2bNlCdXU1D3/nYVJSU65rO0A/8ePIkSPodDry8vJQdCooLStl5syZFMws6CMYNDY2smrVKrRdWnJycnhi2RMAbNiwgfLycrKysmkztXH02FE6Ojpwd3cnODgYPz9//Px86erSUlVVibu7O15eXkycOJHJkyc73AJubm7k3pFL7h252Gw2WlpaqKqq4sCBg/zrX/8iMDCQkJAQgoODCQkJ4Tvf+Q5nzpxh+/btPP/889x3331YrVaMBuOYE3gAJN4SnnrqKY4fP87f/vY3XnvttUGfG69GQkICLi4upKenj8BeOhktRlvg0el0bNiwgQ5ZBw8++CDxCfHDFvzcRG6YTKZhiTx79+0lNzeXJZeFKvdbv5sb7u7uuLqMru1dEAQ2b97MiRMneOzRx3D3cMU4qlu8NXAGMDtx4uRmo1KpeO/990hISEAikXDq1CkCAgJuuMjT23lTW1VFVVUVzc3NREdHExQURKtGg0qlQq1W4+bmhoe7B76TJnFGe/Vw6bEYJn2jcIo8TvrR3NzM6tWreeLxJ0bkQvZWJyLdjK+v+obnXjgZOiPx2ZxS9BeJjEYjR44cITgpiCVLfjRqwsWiRYsICAjAYDAQFh7Gvffei8S7vwtny5YtREZEkj47ne3btyMIAi4uLri5uTFz5kwKCwsdjxUEga6uLjo7O9FqtWi12kvllkvx9vamoaGBU6dO8dZbbzF+/HgKCwsJDg52PN/V1ZWYmBhiYmKYM2cOJpOJTnkn8k45crkSZBNhAAAgAElEQVScmpoax/91Oh179+5l2bJliESiAfd9rODi4sKUKVPQ6/SsXbuWF1988bqdN9OmTWPPnj10dnb2eQ+djA1uVCetjz76iMjISB577LHrLgd0FbnS09Mz5KYJXV1dnDhxgjfeeOOqj3N3d2fe3fPYtm0bL7300nXl/lyJ3hJJNzc3nn/+eYdjqKZ7D0a3uSO/wVsQZzt1J06cjASCIKDX6VEoFSgUCqKjo686HrHZbKxevZqZM2cye/Zszpw5Q0tLC3fccceo76dKpUKpVNLR0cHFixepqanB19eX1NRUZs2aRWJiYr/xtiAI6HQ6RCLRoBo4DKbD2O0qBDlFHif92LBhA9OnTR/zAk/vhe1ocLkbRBAgSCM4xZ1vCf/+Oet0Oj5Y+QHjc3KYN2sepxRlYOr/vJEYoIvF4kF1YXrwwQdZt24de/bs4eWXX3YcB7GxsZw/f77PY11cXPD3979im+r4+Hji4+OZP38+hw4d4i9/+QsTJkxg8eLFAx5fHh4eREZFEhkV2e9vuh7dkEpRxgIFhQWUlpWyd+9eZs+efV3nlNaWVjw8PG5qS3AnA9NbpnUjcHFxYfy48SOS9xQTE8MHH3zA9557jojI/sfcldizZw95eXmDyvKZOHEiGzZswGgaWeddT08PH3/8Mc3NzcydO5fCgsJ+5wexxSn0ON08Tpw4GS51dXWUlpaiUChQKpQolApcXVwJDArE19eXL7/8kh/+8If9qjB6O7oWFRXh6+vLrFmzMJlM7Nixg8cff3zUrq8sFgtnTp9h/4H9GA1GgoKDCA4OJisri6VLl17zN6s3p3KwXKsN/fHmptvWDeQUeZz0Y8aMGezYvgOFUsHDDz885tLL29raKCoq4sSJEyPWRhr6CjuXX+gXt+6GCN8R2YaTWwuDwcD//d//kZ6Wzrx584Aru4UGcgD1MtIztOHh4bz66qv97o+NjWXHjh3DWqePjw/z58+nsLCQDz74gH/+85/4+fnh4eHhWCZOnEhAwJVbN49l586VcHV15bHHHuPjlR9TUVHBfffdN6yuZYIgsG37NubPn3/F9vOjSYjHBE4pnLk8A3Gjg5aDgoLoVHSSlJx03et68cUXWblyJZ9+upofvfGjQT9PLpcTFRUFAtd053TIZAQHBY+YwCMIAtu3b+fo0aOkpKTwk5/8ZEDhM8knk5ru8hHZphMnTpx8m+gVZEpKSpg+fTpxcXEEBgYSFBiEl+SbLserV69mx44dLFmyBLC7PI8cOcKxY8eIiopiwYIFpKWloVar2bFjB3FxcaMSwK/X6zl29Bj/n73zjovqzNf4dxiGXoZeREWkFxFEsWEssRu7qZsYb5q62XXTd1M2WffmZu+uMT1msynGxCTG2LFjw4IoithA6U16G4aZYdq5f3CdhAhKFdDz/Xz4RIYz73knMGfO+7zP7/kdPXoUL28v5s+fz+DBg3s83/VOFoFEkUfkBmJiYoiIiOCdd96htra2S7IquoKysjI2b95CdvYvbza9Xn/DcWqVmuMnjlNcXExxcTEGvYHIoZEMGzYMb29v0wVFzNcRuRU/b/yZAQMGMHPWrYXE1sWf1nOCulr8cXFxQavVUltbi1wu79AYVlZWPPXUU2RmZqLVak1faefScLB3YETsiC6dc2/AxcWFPz33J1JOp/D1V19jMBqAXzoGSiQS7O3tmTplKqFhLXfLysjIQKVSMWzYsNs6d5Gb0xOt0l1dXKmqquqy8YxGIwMHDmzXc373yO/47N+fIZFImDF9BhKz1m+k8/MLsLOzo6GhoV07pC2RkZHBxo0bkUql/NeS/2qT0CW6ea67ecSSLRERkVuTk5PDhg0bGDhwIC+++OJNy3nnzp3LqlWr8PDwICcnh4yMDKKioli+fDnu7u7k5+fz7bffkZWVyYjhI9rkJv8ter0eg8HQ4kZBSUkJx48fJ+1cGiGhITz51JN4t8OV2tPcSgSC3lsSJoo8Imi1WnJzcyktLaWiogIbGxucnZ2Ry+Vs3ryZESNGEB4e3qOOnpKSEv7z+X/w7ueNq6srixcvxtPTs8XFVkVlBYcOHWLRwkVMnz4dQRA4e/Ysa9euJSDGChcXF1MI9bj+bbvxT89IR9OowdramuHDh+Pm5tbVL1Gkl1FaWkp2TjZ/+ctfOjXO7RR/JBIJkZFDOXHiBDNmdLxzjZ2d3Q312CUlJe1u3d7Y2EjauTSGxQzr9e2SzczMGBE7guhh0Wg0Gq53nrz+3+LiYnbu3MnhI4e57777mgUSCoLA7t27mTZtWq9zPt7N9ITAA+Di6sLFixe7bLxrxdeYN7/18OSWsLWzZenSpaz7Zh3vv/8ec+bOxc/Pr8VjBw0aRGZWJu/8zzv4+voyf8H8ljd3BKiqqqKgsIDCgkJKy0rRaDRoG5uE4EZtIyqVCg93D5YuW4qdnd0t5ym6eURERETahlarZffu3aSdS2PBggWEhYfd8jk2NjYsXLiQ+Ph4YmNjmT9/PtbW1mRkZLBhwwbq6+uJi4vjgQfub5ebU6lUkp6ezuXLl8nMzDTlHN5zzz3Y2dlRWFhIfHw8FeUVjBw1kpdefqlN5cN9kd7qBhJFHhHS0tJMbZtjYmIwl5rz888/s3DhQszNzTly+AgJ+xOYOWsmLs4upsBVo9HIyJEj2xR81VEMBgMpKSns3r2befPmcfz4caZMmYKXl9cNxzY2NlJaUkppWSlarRbfQb7I5fKm1sKTPIiZNI26OgUWxQpy03JIyz3AETMzfH19sZDJUGs0qNVqdDodHu7u+Px/2Gx0dDRXr16loaGBsrIyjh49iqWlJX5+fl0SrCnSOzl+/Dhjx47ttm5yN3OOdab0a8KE8bz//vtMGD+hmWW3s0ilUrTaFsKIWqGwsJD169ej1+vJL8hn4cKFPW7LbQvm5uYtLk4dHBwICgoi5XQKa9euxc3NDTOJGVqtFrVGjaWlJeHh4T0wY5GbcbsFHmhyhlVVdo2T5/DhwzQ0NOA/uP03gLa2tixbtoy0tHOs+2Yd906+l7Fjx95wnIenB48++iharZYTJ07w6SefsmjRIjSNmqach+pqqqqqKCoqwtLS0hTEPi5oHDbWNs1KOmvrakk8ksj/vP0/zJ03lxEj2ub8E908TYgBzCIiIi2Rl5vHjxt+pH///k3unXaUx4eGhhIa2vRZWF1dzY8//khZaRkzZs5otolfXV0NgIO9A+Yyc5RKJUlJSSQnJxMSEsKoUaNMwk5ZWRkBAQGEhYWxYMECdDodhw4d4n//93+Jjorm/IXzTJ8+nWHDev8mX3fTFSJQRxBXpyIMHz6cAQMGkJSUxOXLl6mrrcPGxobw8HDs7OwYNmwYFy5cYNu2beh0Otzc3HBzc0OtVvOPf/yDBx98sMtbBuv1ek6fPs2BAwdwd3dnyZIl2NvbU1paSmRkJNC0e15UVMSpU6e4cuUK9fX1eHh44OHhwdzHolFbXEWnbfoTNy2oXQA/iIuLA5p2JfPy8jAajVhbW2NtbY1UKqW0tNQ0dnl5Oe7u7vj4+ODv78+DDz5IdXU1e/fuZeXKlcydO5fo6F9uynQ6HUeOHOHcuXNUV1fj7e3dLBxXpG+gqFMQEhzSI+fujPtHpVIhCALlFeXtLvG4GYP9BpOZlcnIkSNveWxRURFffPEF8+fPJzg4mE8//ZSDBw8yadKkLptPT3Dd7TM0aihZWVlNbTwtLLC0tMTZ2Vl8j/ciblcnrZZwcXGhsrKy3c0BBKOAUTAilUoRBIH169eTkZHBk08+iaVVB/NyJODk5IyAQEDAzZspWFhYMH78eBzsHdi7dy9yuRxnF2e8vb0JCgzCwtICnVZHbV0tGrUGlUqFna0ddnZ2GIwGGlQN5ObkkpuXy0Dfgfj4+LRpiqKbpwkxgFlE5M5HrVZz9sxZiq8VY29vj4O9A/YO9qb1S0tUlFfw8ScfM2vWrGbdU9vDdRHm2LFj3HPPPTz66KPNNqmrqqpYvXo1NjY2KBQKLC0tEYwCEUMieOyxxzh06BBr164lJCSEKVOmMHjw4Bs2uefPn8+9995L4pFEpk2b1maR/26nNRFoTSfHlVy3ovdmBkUEC29t/bKnp3FXIAgCer2+zcGhH330EXFj4xgaNdT0fEEQOlWyYDQa+ef//hNzmTmLFi5ioG/TQlWn0/Hmm28yefJkrl27RmFhIUajkREjRhAREYFEXmS6oe7KfB29Tse1khKKi4spKCjg0qVLREdHM2HCBLKysti8eTOBgYE89thjJCQkkHjkCI5yOcOHDyfA35/vf/gBgKeffvqOtSreiXz22Wfce++9+Pv3zkC1X3N9YVBeXk5qaiqRkZF4enoCXZf7U11dzYcffsibb75504VrTU0NH3/0MXPnzSUiIgJoCvr76KOPGD9+PGPGjOmS+YjcSIVWDF6GnivT+jX/+te/WLRokald+K3Iy8tjy5YtKOoUPPX0UyTsT6CoqIilS5fi7NLxXDyFQsEHH3zAggULTDu5bSU1NZWszCzy8vOoqanB1dUVJycn5HI5VlZWVFVVUV5ejqJOgdRcSr2iHqNg5Nlnn23z6/412crLd72bJ6UqT3TyiIj0MgRBQKPRoKxXUq+sp76+vvm/lUpUKhUymQwrK6sWv2QyGRkZGVy6dIng4GAGDx6MUqlEoainsqKC2rpaXnnllVbPn5iYyP79+1m0aJFps7utZGdns2HDBvr168fs2bNvaKAhCAI//vgjTk7OTJs2FUEQaGhoQGom7VJHuEj7eNx/7BlBEGI6+nxR5BHpFP/85z957LHHkMvlnD17lqSkJARBIC4uDqlUSkxMDI2NjdQr6nF2caaoqIjMzExcXV1vepFKS0tjy5YtjBkzhsmTJ5se3717N42NjfTr1w/nQQ04ONhzvXXI7VrcKJVKDh8+zKnkU0QPiyYyMpJNmzZRU1ODtbU1CxYsICTkFweIRqNh06ZNXL58mWHDhjFnzpy73rrYF/joww+xtrGhX79+TTvazs4EBgb2WrfGmTNniI+P5/HFj5uEUeCmO8PtXUz8451/0H9Af3x8fAjwD7ihjXpDQwOffvopsbGxjBs3rtnPqqurWbNmDePGjTM56US6nrtd6OkNAg/A/n37UKs1zJ4z+6bH1dXVsXPnTnKyc5g5ayZSMykbf96I0WjkhRde6FDjA22jlty8XPLz8zmXeo5hMcPa76IT4NVXX2XylMkEBgbi5el1Q/vzX3Py5Em2b9/OpEmTOuzYu+7mEYUeUegREekNGI1Gjh8/zr59+zAajdjb2WNnb4e9vT12dvbYm/5th42NDTqdDo1Gg0ajobGxEbVaQ2OjxvSYr68vw4YNu6EkPCcnh59++onJkyejVqtRq9U0NDRQW1tLbW0tNTU1NGoacZQ7MnjwYO6///42zV+v17Nnzx7OnjnLovsXNVubXEen0/Hzzz9TUlLCsqXLRFGnF9FZkUcs1xLpFN7e3ry3+j0kZhJCQ8OYfd9sUs6ksH37dhwdHclIzyC/IB+NRoPRaMTc3JyGhgYef/zxm47r4uKChYUFOp2u2eMxk35tZXTokcWMnZ2dyTJ5+NAhvv7qayKGRBAYGMjkeyffcIG0srLikUceITc3l61bt/LWW28RFRXFvHnzeq1gIAL3P/AAhYWF1NbWUlxczOHDh5k8eTIxMR2+3nYrBQUFyGQytNrGZo+3tfSrLYuKp55+iqysLEpKSvj8P58zefJkRo8eTVZmFqdOnyI9PZ0xY8a0KOI4OzuzfPlyPvvsMwwGQ4ctxyIirdGawFNcXMzGnzZiYWGBnZ0dOp2OemU9RUVFvPPOO93S8n5IZCSffvopHp4eREZG3pBdp9frSTySyJEjRxg5aiQvv/wyFpZN+V+1dbUkJSXhJHdqaehbsm7dOlRqFQH+AcyePbtj5dQScPdwR6/T4eHh0VSaZd96kPLOnTuZN28ew4cP79CcQSzbEhER6T3k5eaxefNmbGxtePbZZ1stpeoK7OzscHNzIyMjwxQd4ezsjJ+fH3K5HCcnJ+zs7Nq1ZigrK2P9+vU4OTnx/AvPt5g1WFtby9q1a3F1deXZZ5/ttgxKkZ5BdPKIdApBEDDoDUjMJCZ3il6np7auFnt7exISEvDz82Pw4MFotVo2bdqEt7d3M3fOr1EqlSQnJ5OYmGiyl9cY07ju1oHe1+q8vr6ekydPkpmZSVFRER4eHtja2iI1k2ImNcPMzAwLmQxrGxscHBzw8PBg69atuLq68tRTT/X09EXaSFZWFps2beLll1/uteJceno6W7ZsYeDAgcydO7dd7ZB/6/i5lehTVVXFV199hVKpRC6XM2L4CKKio27ayhOgrraONZ+tIXZELBMmTmjz/ETaxt3q5GlN4CkrLeOzzz5j5syZODk7oVQqkZpJ2bxlM5aWlrzwwgvdFp6fkZFBcnIymVczCQ4JZuCAgZSVl1FSUkJpaSmDBw9mzpw5uLi4NH+iAJ9++inDRwxvt2hiNBh54403eOONN7Cy7lxThIqKCnbs2MGVK1dwcHDgtddeQ9uoNYlRv2b16tVER0d3WrwV3Ty/XItFN4+IyO1HqVSyM34nV69e5b7Z9xEZGdlr7/l+i16np6q6ioyMDA4cOMCMGTOIjY1tcf56nZ7/+Z//IW5cHOPHj+8zr/FuQizXEukzCILAm2++yQvPv4Cj3NH0uE6nIzMzk5SUM1y9eoXgoGCcXZxptMqirq4OAIcqLYsWLWpzkGNPodfpKCoubnIuGYwYjAaMRmNTBx61mgsXLhASEkJMTAyrV68mcsgQ5s2f39PTFmkjH3/0MaPHjG4WtN3b0Ol0xMfHU1hYyO+X/x6peftLA38t+NxsoaHVaqmtrcXd3b1d4ysUCj7++GMmTJjAqFGj2j0/kda5m0We3wo8SqWS9957j5kzZ5res0ajkfXr11NWVsbMGTMREJAgQWouxd/fv1N5cq2hUqlIO5dGSWkJHh4eeHl64enleYMgqtPquJp5lcGDB1NWVsa3337LK6+80i6nUVFRET/+8CMvvvRi+ycqQF5+Hg0NDYSF/dKaN+lEEvHx8SBpes/b2toSGBDI7DmzTbvD27dtJycnhz8996f2n/c3iNk8YsmWiMjtxmg0kpSUxL59+4iJiWHKlCntaineU9TW1vLTTz9RUVFBvaIeuZMcLy8vZs6Yiauba6vP0+v1vPbqa9wz/h58fHzo37//DVk9Ij2LWK4l0ieoKK8g4UACtra2JoGnurqabdu2kZWVhY+PD5GRkTg42JOSkkJYWBiRkUFM8Y+moaGBtd+sZe3atbz++us9/EpujrlMdtPAybCwMD788EOGDx/O0qVL+eijj3BydhZLV/oIM2fN5LvvviMsLAxLS0uMRiM1NTVYWFhgb2/f09MDQCaTMW/ePNatW8fmLZtZtGhRu8e4LhLcqtOLhYVFuwUeaGpH/swzz/DJJ59gY2PT7hBBkdZxs4gmpaqpDO9uEnsaze8lW9nczZN6NpUA/4Bmomxqairnz5/HSe7EkcQjyGQyBEEgIyOD1159DSfnrr/JtbGxYdTo1sVMjUZD/I540s6nodfpeXzJ4wQFBeHj48PRxKNMnDSxzefKy8vDd5Bvu+d47NgxjiYeRWouxWAwUFRUxNQpU0HSFKYeERHBvZPvRS6Xk5OTQ+KRRN5++23sbO0wCkaUSiWjR49u93lFWkdspy4icnvIz89n8+Ymd+eyZctMjSv6Arm5uej1ep555hmcnZ3bvFFhbm7Ok089SW5uLmfOnOHbb79l5cqVWFuLmTx3CqLII9KtNDY2cuzYMRITExk7dixz58wFmgJaN23ahIeHBw888IBpR/O7775j/Pjx3HvvveTVHOWHk/vI3H+SiIiIW+b49AVcXFwYMWIE36z9hgcffJAnnniCL774ArmjI0Ojonp6eiK3YNCgQQQFBfHhhx9iMBiorW0qS2xsbMTKyopBgwaZvtzd3XvU/vrggw+yevVqsrOzGTx4cI/NozVcXFx48skn+fzzz7GxtiEg8ObtnUXajptFNBXas6RU5d11Qo+lPsFU8nM29SzTp09vdsyw6GFEDY1qFiJcUFBATXVNtwg8rVFYUMiu3btQKpXU1tYyNHIoS5cu5Yv/fIGjY9NGyOzZs/nwgw8JDApss4s1Nze3xXDNm3H2zFmOHTvGo489ik8/H5QNSv7z+edUV1fj4e5B2vk07r//flxdm3aFAwMDCQwMpKa6hvKKcowGI8eOH+PkyZNMmzqt4+3eEV0817neTl0UekREug9Vg4r4nfFkpGcw675ZREVF9ZmyJUEQOHXqFLt27WLBggWm63N7CAgIICAgAKPRyJ///Oc+4VwSaTuiyCPSLVRVVXH8+HFSUlLw8/NjxYoVWFhYkHY+jbS0NAoKCggLC2PG9BmYy375Mxw/fjzfffsdp06dQqvVMn7OYP7whz906OLVW5k+fTrHjx/no48/YuzYsSxatIifNm7E1taWgMDAnp6eyC2YO3cuubm5ODk54eLsgtRciiAIlJeXk5ubS15eHgcPHkQQBGJiYhg+fHiHOuR0FgsLC/z9/SkvL++VIg80BbcPGjSI7JxsUeTpYu5moQfATLUbPBrx9m7eAQ4JzQQenVbHrl27iIq+fSK7QqHgy6++ZMaMGfj4+DQ5XB0dSUhIwNPL0xS47OzszLz58/j22295/rnnbymelJaUkp2Vzfx2lACrVCq2bN3C8uXL8fLyAppCQJctW87hw4fRaDSMGD6iRYeqk7OTSRgLCQ3hb2/9jYLCAgICxPdyVyAKPSIi3YMgCKSkpLBz506GDh3Ky6+8fEM4fm8nPj6eq1evdonzqKGhAWtr624pVxbpOUSRR6RLMRgMbN26jbS0c4wYMYI//elPODs7k56ezvr16wkOCmbUqFEsWbKkxRR3Hx8fXn7lZYqKiujXrx/VhjRcXe4cgQfAzMyMuLg4hkREsHnLFs6dO8fUqVP56uuvsbOzIyIigilTpvS5D5y7BQsLC4KCgpo9JpFI8PDwwMPDg5EjRwJw7do1Tp8+zQcffEBERASzZs26rb9To9FIWVlZr86xysnJIf1yOrNmzerpqdyR3K1CD4DRZjpacyMbE79jzJgxBDpG3HCMTqvjy6++xNHBkUkTO9b2uyOcO3eO0NBQRowY0ezxqKgoTp86zWuvv8Y///efmEnNiIyMJDMzk81bNvPQQw81O75B2UBVdRV2tnbY2NqwafMmpk6d2q7A9XpFPQ72DljILEg6kUR+fj5SqRRLS0ssLCywsrKiUdvIhg0b0Gg0zJo1Czc3txZ3u4OCgti1axd/ePYPN2233hqii+dGrgs9IiIiXUNpaSmbNm1Cr9fz5JNP9up7pNbQarUkJyfzyiuvdCoqwGg0olFrKC0pxcHeoQtnKNIbEEUekU5RU1PD+fPnqVfUU6+s51rxNZycnXj11VexsrJCo9FwKvkUe/bs4b/+67/w8/O75ZhmZmYMGDAAADdpU77EnbhAcZTLWbJkCV988QUODg787W9/4+LFi5w4foK//e1vuLu7s3z5ctE+2Ufx9vZmzpw5TJ06lfj4eFatWsXQyEgG+voycMBAHBy79wN1x44dWFhYEBsb263n6Qxubm4MHzGc9997n+CQYMaMGXPTTCuR9nM3Cz0zZ83k/fczCQ+v4yoXkEqlzcKZv//+ewryCxg7diypqalED7s9bonrHRd/jdFgJH5HPIp6BaGhoVxOv0x+fj55eXmUlpZiNBpR1itNbcy1Wi2ffPIJ5jJzNGoNygYlPv18TCJzW1GpVJSVl/Hu6ndxkjvh7e2F3qBHUa9Ap9Oh0+kwNzdHLpejUql4/733ERAYFzeO8RPGY21tTb2intRzqRQUFFCnqOPV117F28ub8Ihwxt8zHrVaja1d24UnkRsR3TwiIp1Dq9Wyf/9+Tp06xdSpUxk5cmSfda5kZGTQv3//Tgs8q1evpq62DgsLC8LDw7twhiK9AbG7lkiHUCgUJCQkcO7cOYYMGYKTkxOKOgXF14qxtLTEwcGBxkYtV69ewd/fn5EjRxIcHNyhc93p3WJOnz5NWloajz/+uKmVb01NDR9/9DHTpk9rdwtdkd5JYWEhV69eJT8/n/z8fOzs7IiNjWXYsGHt2nm/FZUVlWzavAm1Ws0zTz+DtU3HQ/RuV4cXtVrN6dOnOXbsGN7e3sybN8+USyLSNVRo774wZoAvv/wSlUpFSUkJf342Ajd3N5PQk5WZSVl5OWq1muTkZKZNm8awYcO6fU4nT56ksLDQFIpuNBr5dt23GIwGHnvsMb768ktUajVhYWH4+vqiVCrZsmUL06dNZ/iI4aYOenq9vrm7RwDaGSfRqGnkrb+9xcqVK9vcxSsnJ4fNmzdTXV2Ng4MDtbW1uDi7MCxmGPfccw8KhYKU06dJPHoUrVYLNIVPBwQEMHnyZNzc3G4YU3Tx3Jzb0VbdaDQikUj6TCaJiEhbuXz5Mlu2bMHX15fZs2f3mkYZHeWbb74hJCTkBjdoezh9+jSnT59m2bJl4nu+lyJ21xK5bagaVFy6fImLFy+Sk5PDiBEjeOCBB8jKyuLE8RNYWFoQGhqKr68vapUaJLBw4YIb2sR2hDt5FzoiIoLU1FRWrlzJkCFDmDhxInZ2dkjMJKYbZJG+T//+/enfv7/p+9zcXE6ePMn+fftwcXVFJpM1fZnLsLC0wNbWFnt7ezw9PZu1M26N2tpaTiUnc/zECSZNmsTYsWM7tUt1O1v4WltbM27cOEaPGk3CgQOsXr2akSNH4u3tjYeHB66uriYBVKRj3OmOHqPRyNGjR7G0tESr1RIWFoaLiwv2dk3B6K4urpw478S0ab904fIPCMX///NjwsLC+GzNZ/j4+ODh4dGtc+3fvz979uxhypQpODo6Ul9fz+X0y7z++uuYm5sTHBJCcnIyAwYMIGSFBpMAACAASURBVMA/gG3bt+Hh7sGWLVvYum0rMpkMdzd3nnnmmeYDt/M+3WgwUl5Rjp2tHd988w3BwcEEBwffMgPPz8+PF198kb1793LixAn+vvLvyCx+EYicnJyYPGUKo8eMobGxEblcTnp6Ojt27CAxMZEFCxY0G+96ULZI63RnPo9SqeTo0aMcPXoUg8GAvb09Tk5OuLq44uHpwdixY8Xrr0ifpKamhm3btlFWVsb9999/x+SFZWdnM2fOnE6NcfToUSZNmiQKPHcw4lVb5JYUFhZy7NgxLl26REBAAAMGDMDDw4PzaedJT09n6NChPP3M0912Y3x9cXKnYmVlxdNPP01dbS3Jp07xwQcfYG1lhaWlZadUepHezfUuXGq1msrKSlNphE6nQ6vV0tDQQMm1Ek6fOtWiyCMIAnl5eaSnp5Oeno5CoSAsLIznn3sOR7m8B15R5zGXmTNt2lSGDo3k7NmzpKamUlZWRk11Da5ursTFxRETE4NUKu3pqfZJri8O77QW6/l5+Wz8eSNlZWUMHjwYV1dXDhw4QGxsLDNmzkClUvHuu+9yz/h7KC4uxtU1DgfpUZO4MNguFC8vL2bOmsm6detMjQK6i379+hE1NIpVq1YxcOBAbG1skUgkHDxwkDlz5zAubhxOTk5s3boVK0srlA1Knn/+eawsrZCY3fqG3Gg0UlRYxNXMqxgMBjw9PfH29jY5aIqKiti5cycF+QU4OTsRGBSIQW8gOTmZnfE7sbSyZOGChYRHtGzfL7l2jR9+/JHKykpCQ0ObCTy/xtbW1uRSDAsLY//+/ej1+haPFV08t6az+TwajYaKigrTV0lJSdP1taYGNzc3Fi9ejKeHJwWFBZRcK6G8vJyEhARcXFyIiLgx00pEpLciCAKJiYns3buX4cOH8/DDD3frNf124+XlTUlJCXK5vNX10c3EYL1Oj5eXF/Hx8QQHB4uxEHcoYrmWyE3ZunUrx44dA8Dd3Z16RT1mUjNCQ0IZOWokAwYMuC0q8J1esvVrzpw5w+7du3nttddEhf0u59y5c6SlpbF48eIbfpaZmcm///1vwsPDmTBhQpe/F2+nk+dW6PV68vPzSdjf5MB4Zukzt3iGyK24E8q3FHUKdu7aSVZmFrPnzOby5cuoVSr+64knUCgU7Nixg9TUVFatWkVaWlNnx8qKSioqK/Dx8eHxxx/H2TIJaBJ6EGDDTxvIvJqJ32C/VkuLuoLCgkLWrVtHeHg49cp69Do9BYUFRERE4OvrS0REBGZmZqSkpKBWqTGXmTMkYgj2Di2XGdQr6knPSCf9cjpZ2VnI5XICAgKwkFlQWlZKdnY2o0aNws7WjhNJJ3B2dmb0qNG4u7tjLjNHEAQEQUCv1/Puu+8yZfJkJk+Z0uK5/vP5fzAKRp544ol2OTw+/PBDBEFg2bJlpgXXdaFNFHnaTluuzYIgoFKpqK+vJyMjg0OHDqFRa7CytsLa2hp7e3vc3d0ZMGAAgYGBODk5tTjOunXrkEqlPPLII9TW1lJdXY2Pj0+bFsxKpZJt27YxatSoNuUxioh0FY2Njaxdu5a6ujqUSiVqtRp7e3uWLFnSzFHdVgRBoLS0FHd39x7fZKrQnuXq1avo9XpCQ5tKj1v6HP9tiadapSbtfBrp6elkZWXh5eVFaGgo99xzT4+/JpGW6Wy5lijyiNyUgoICzqScwcPTw9Q9yM7OrkfmcicJPdXV1ezcuRO/QYNQazQ0NDQwfPhwvL29qampYfW77zJt2jRGjR7dZ4PhRDrP4UOHqa2rZe7cuS3+/OzZs2zbto2HHnqow5lXrdGbRJ7rGI1G/vGPf/DwQw/jO8i3p6fT5+mrQo9ep+NIYiKJiYmMHDmSiRMnYmlpyX//938jlUoZNGgQsbGxnEtNpbqmhieeeKLZ8wVBYPfu3Vy8eJFnnnkGR0dHLPVNAuJg21DKK8o5deoURUVFLH1mabvLoNqCRq3hnX+8w/Jly/Hw9EAwChQWFpKbl8vRo0cJCAgwufVsrG1wc3PjcvplfHx8GDN6DOER4VRXVZNyJoXLly9TVVVFUFAQISEhBAYG3pA5kZ2dTXp6Okajkby8PFQqFVqtFp1Oh2AUQIJJJNaoNUjMJMgd5Tz/wvPIZDI0Gg0XL17k1KlTlFwr4dXXXm33vYDRaOTdVe8is5Axf958BgwcIGbxdICUqjwaGxupyrFBoVBQX19PbW0ttbW11NfXo1Qq0Wg0mJubI5PJsLW1ZcqUKQwdOrTdGwF5uXms+WwNVlZWaLVaLC0tUavVeHt7ExYWxpjRY5rlvhkMBtLT00lKSuLKlSsAPPXUUzd0pBQRuZ0YjUbOnz9PfHw8y5cvx9nZGUEQOHz4MAcPHEQmk2FlbYWHhwfz5s3DwaF5Y4w1a9aQnZ3N3LlzGTt27G2bd0sunRgXX3Jzc9m+fTsrVqy45RjXxZ59G9NRqVQMGzaM4KBgbGw7H6Uh0r2IIo/IXcOdJPJs376dtHNphIaFYmNjw5kzZ5g7d64p3b6srIwtW7agUqmYP3++2HHoLqWgoIANGzbw0ksvtXrM+fPnOXnyJE8//XSXnrs3ijwAJ06cIOlEEpFDI/H19cXf37+np9Sn6YtCz7fffotSqeSBBx7A2dnZ9Pi+fftobGykpqaGCxcu4OjoyIsvvoiVlVWL43z33Xf49PNh/ITxACahB2CQdTD/WvUv5s2bR2BgYKfnfL3lrVKpxGAw4OTkxL59+3j00Udv+Bs+fvw4ZWVl9PPuRz+ffvj08wEJ6HQ60tPT2bNnD0ajEbVKTfSwaMLDwxnkO6hDbctbw2Aw8NFHH1FcVAySpo5gcrmciIgIJk6c2OGsPb1ez2effUZeXh7TH5+Ip6cnErtZXTbvu4Hs7Gx+OLkPmcyCkgxzbGxscHR0RC53wtXVBQ8PD9zd3busBOPgwYP069ePwMBAJBIJ9fX1JCUlcfjwYR599FGCg4MpKSkhOTmZlJQULC0sCQoKYtToUfz000/U1dUxb948oqKiRHeySI9y4MABjhw5gqWlpUmkfuThR5BZyFCr1ZxPa7qfeviRh5tdl48cOcKOHTtwdnbmL3/5S7f9Hbcm6vwWg97AX9/8K2+88Uarn2/NjjcYeOfH/zBhwgR87Ed1xVRFbgNi8LLIXcWdEhoaFBREeno6EyZMwMHBgWPHjjX7QPHw8GDp0qWcO3eOL7/8khdeeAF5H81ZEek4/fv3N2X2tBaGGhISwsaffqKhoaFLu3T1VmJjY7GysqKkpIQNGzYwcuRIJk2a1NPT6rP0xUDmsLAwkpKSmgk8AFN+VV6kqFOwatWqZgvdjz/+mIaGBqysmkpWMjMzGTXqlxve644SS30CueoMZsyYwc74eAL+9FybsnBM42gaybiSwaVLl8jKysJoMAJNGTVR0VHU1dVx5coVk4vnt4wZM6bFcWUyGUOGDCEkJISVK1fyyCOPdLmD7zpSqZSgoCAEQeC5557rsnHNzc1ZunQp27dvJy8vj0/W5rFiRWy3lcXdieTl5aG+XMSYpx7Eb/o93X6+iRMnNvve3t6eKVOmkJiYyNqv12IwGrC0tKRfv348/vjjzcJtX3zxRU6ePMnWrVs5ceIETz75ZJsWpSJ9g/r6enJzc6moqKC0tJTq6mr0ej1GgxG9QY+joyODBg2if//++Pj43OCQud1MmjSJiRMnUl5eTllZGaGhoaaSU0dHRzw9PfEd5Mv69esZM2YMo0ePJj4+nosXL3LvvZNJSTnNtWvX6NevX5fMp62izm+RmksZMGAAubm5hISE3PL4nOxsHKu0jPEOMmXy9cZNPJFfSC4q7PQYfULkadBqO/RiY33aX3cp0nu5kwKYg4KCGD58OB988AGxsbG4urq2eOMzdOhQ0tLSyMvLY+jQoT0wU5GeRCKRMCx6GAkJCTz44IMtHiOTyQgKCubixYvExsbe5hnefqRSKdHRTTcncXFxvP3229xzzz1i95dO0NeEnqioKA4cOMCVK1daLQORmEnQ6XWoVCpsbW0pKSmhvr6eJ554Ao1Gg1qtZvTo0S1mhVwXe2wGJeAe4cj2HdsZPnw4bq5urYYMXyc+Pp6kpCQGDRpEeFg406ZOw8LCgkuXLrF3317uvff/S5M60O78OhqNBkEQUNYrOzZAGxkzZgzHjh0jIyOjy8Sk1NRU1q9fT/9h7kh0EuTyfmIeRDuZOHEiJddKOPjFBsyXmjPAsWVRsLt56cWXMApGHBwcbvo7HDlyJDHDYvjwww/54osvWLZsmfg77+MYDAYSjySyP2E/dnZ22NnZ4erqSkhICBYWFshkMszNzSkrLSMzM5PTp0/T0NCAg4MD48ePJzo6usfCfiUSiSl+oiUCAwP505/+xLfffktOTg4Gg4E///nP2NjYIAhGzpw50yGRp6OCTmv4+/uTmZnZoshTWlpKSkoKZWVllJWVUV9fbyr7v35OUezpvXSFwAN9ROSxkVoRbd8+S/7Z+qxO/U8SBSKR7mbixIn4+fnx8ccfA03tDOPi4m44zs/Pj3379qFQKBgyZIjo6LnLmDxlMqtWrbrpgnZI5BBOnjx5V4g8v8bBwQErKytTqKJIx+lLQo9EIsHNzY2CgoIW3xM6nY6vvvqKSZMmmdxtdXV1CIKAjY0N7u7ubTpPo/m9DI3ScPnSJXaf3UrWsUIc5Y4899xzLS5Q8vLySE1N5bXXXruhnEmtUTfPsOmk218ikVBRWdG5QW6C0WAkPy8fc3Nzamtru2xcX19fZOYyRo4aibnjHO6dY33rJ4mYuFZczJrPPgNBwNnFBQmSbmmr3hYc5Y5tPtZcZs6KP63gnXfe4YcffuCRRx4RS7f6MD/++COpqanMmjWL8ePHt+k51zNwDh06xN69e/nzn//ca11djo6OTJ8+nU2bNhEcHGy6nkdFRfHll18ye/bsW47R1aLObwkKCmL9+vUtzuV6adnIkSPx8PDA2dn5hnxPUezp3bRX92iJPiHydITO/s9JLsrq8HNFgaj7cLOIJqXqzsnm8fX1ZfHixXzzzTds27aNwsJCHn744WbHjB07Fnd3d9LS0jhw4AAeHh4sW7ZMvEG6S7CwsGDhwoVs3LiRF154ocWbIr1e32pr4jsda2trUeTpIvpKi/Xjx49TXV3NI488csPPCgsL2bdvH+7u7r+4ZmgqfZTL5axZs4YXX3yxzddPid0swmJnYalPYMxoHev+tQEL2Y2dhQSjwJbNm5k1a1aLeTUXL17ssvBZe3t7nv39s7z//vuMGjWqW4T/rOws1q1bx9CooYwYMaLLxpXL5URMDiQnOweFMYWzZ89iZmaGRqNBq9USExPD1KlTu+x8dxINDQ2cTE6msbGRV1991fR7T6nK6zGhpz1IpVKee+45/vnPf7J7925mzJjR01MS6SD33XcfUqmUpKSkNos8EomECRMmMGHCBFatWsXOnbtYsGB+9060E8hkMnQ6HdbWvwjRtra26HS6G47tbkGnJfr164dGo6GqqgoXFxfT41qtlry8PB577LE2uaVEsad30VUuHriDRZ7O0hmRqKMCkSgO3Z1ERETwyiuvsHXrVjQazQ0/l0gkBAUFERQURGVFJWvWrBEFnruMwMBAhgwZwurVq1mwYEGzxaLRaGTf3r0suv/+Hpzh7ae0tJS9e/ei1Wo7HAIr0jK92dVTUFDAjh07eOSRR9BqtZibm1NUVMT5tPOknU9DKpUydOjQZjlN8Tt2kHTyJAEBAYwcObJD189rdVH8/PPPjJocRI4qvanl+q9IOpmElZU1UUOjTI/p9XpOnzqNol5BybUSFi9e3PEX/hs8PD1wlDuSnp7eLFeoqwgMCGTAwAFYyCxQqVRs2bKF6upqjAYDUqm5qQ23f4A/QyKGYGHZekvtbOVl9Ho9R48epUHZwIGTVkjNpUgke03te6+X/GzevJmqqqobNjt6O4IgYDQYMRgNGI1GzKVSzGU3L+1rDzk5OfznP//B0tKSZ599tpmwF+Pi22eEHltbW5YvX86HH36Ik5NTt/zt9hRKpZLP//05FpYWjB49mvDw8Da1mu+L2NnZ4eDgQEeb9zy++HHeXf0usbEj8PHx6eLZdR5BEEhISMDW1hbZr97Her0eqVTaI6LOb5FIJISEhHD58uVmVQAnjp9gQP8B7S6HE8Wenue6wNMVLh4QRZ5uoSO/nF+Xl4liz63pjYuPzuDm5sZTTz11y+PqFHVYWlkiCIIo9Nxl3HfffQQGBrJp0yZ8fX2ZM2cOUqmUhIQEnF1cGDx4cE9PsdvR6/UUFhaSmJhIdnY2bm5umJmZsWnTpi5dQIv0XqFHrVbj7+/Pvn37qKurQ6PR4OLsQuTQSJYsWYKXl9cNzxnk58eZs2exsrKirKyMxMREpFIpo0aNusHC3hoZGRlUVFQQOvwV4AjZystNY1sHczrlNHv37uWZZ57hWsk1ysvLCQsNQ6VWsXnLZvr168e8+fO63G0mkUhQqVRdOuYvg4OLswsXLl4gNTUV/wB/ooZGYW4uRafTU6+sp662lv379rNx40ZsrG0wl5ljZmaGu5s7Ei8tTk5OuLu709jYyMFka4qKHFmx4q9Mntf64qOqqopDhw71mc+4rKwstm/bzrWSa5iZmSGRSJrmLcCAgQOIjo4mLCys0797b29vxo0bx4njx/nmm2+IiYlhypQppmyb60JPX8DDw4PFixezdu1a5HI5ISEhGAwG9Hp9j+W0dBalUsmHH36IXC7H29ubXbt2sXHjRtzd3XF1dcXLy4uBAwbSf0D/Xlui1Fa0Wi2ffPIJCoWChQsXdmgMVzdXYmJi+Pqrr3n+hed7XdOIAwcOoFKpmDx5Mjt27CBkpB1mZmZoZVp8I80wGAzEuvf8PVd4WDj7E/YTFxdHdXU1P//8MyqVioceeqjDY4piT8/SVQIP3IYW6hKJJA+oBwyAXhCEGIlE4gxsAHyBPOB+QRBqWhvDNzRUeP27dd06z97C2fpfXECi2NM6d1I79fYgCAJr1qwhcsgQxowd29PTEekBtFote/fu5cyZMxgNRgKDApkxY8YNnYY6S29ooa7X6blw8QL5+fkUFBRQUlKCq4srBqMBnU7HiBEjOHbsGIGBgS2W7oh0nt7eYl2v17cpdDs/P5/Tp09z8uRJ02NvvP46jm0sdaqoqOD9999nzpw5eHp6ciYlBV+3S9TW1pKbXAKAzFyGucwcc/Omr0d/9yifrvmUV155BScnp469wFYoLCwkIyODQwcPsfz3y7tlN/zs2bNs2LCBFStW4O3t3epx2kYtaWWn0Ot06A0GysvLKayK4FxaGjqdDktLS+rr64mOjmbOnDk3PWdCQgIHDx7ExsYGNzc3nn766V4p9hQWFrJt2zZKS0uJiYlh9uzZzQRDhULB4cOHSU9Pp7a2Fjc3N6KjookYEtGstAKaQmyLCovQG/QYjUaMxqZubL6+vjeIHga9gbTzaSQkJNDQ0MDf/va3Zj/vDdfttpKcnMy2bdtY8vgStm7bSlVlFZFDI7ln3D1492v6exMEAYVCQUVFBZ6ens1zrXoJ1wUeJydnli1banq8tLSUK1euUFpaSnlZOTW1NTQoG/Dy9mLFihW98u/6VhiNRr788ktqamp46aWXOv0aPvroI6ysrNq0yXm7yKo4xKnkU4wbF4ellRWnT58mUOZscod+9dVXRIRHMHzE8B6eadP7473V79GvnzeX09OZMH4C4+4Z1+bNi7ZwXTzuK9eVvkpyUeENAs9Tw4Z3qoX67RJ5YgRBqPzVY/8EqgVB+IdEIvkz4CQIwiutjXE3iTzXEcWem3M3ijyKOgUXLpzH2saGbdu2ERcXh6+vLwMGDLhjLcEirVNeXo6VpRUOjt3TkrSnFwt5eXn89NNPODo6EhQUxIABA3BycmLt2rUMGDCQefPmEh8fT8m1Ep586kmxW0s30tuFnlthNBo5cOAAJ06c4L777iM0NBQrKyuUSiVarRZnZ2cEQaCmpsbUWrdRo0Hy/86MeoWCc2lpxMXFcezYMVPgd1FREV6envx+ySC0Wi0DrQJNC/itW7dy6tQpdFodCxct7JJQdLVaTVJSEpcuXaLkWgkWFhZIzCQ0NjYyevRo3N3d8fPzw9XVtdPnus6qVasICAhoUZy57ma6zvWuZJ3BaDRSXFyMSqVi27ZteHl58eijj3Z63K6irKyMHTt2kJOTQ0REBAsXLmxWztESWq2Wo0ePkpaWRmVlJXK5nBHDR+A32I/z58+TfPIkUnNzpFKpyQlkNBhRqVVEDY1i7Ngx5BcUcOnSJWQyGTKZjIqKptDtFStWNDtXX1uQ7dq1i4MHD9K/f38eeOABtm/fTl5eHi7OLkjNpZSXlyMIAtZW1qhUKiKGRPDwww93mUAiCAIF+QWkZ6Tj6eFJaFhou++njhw5QkJCAn//+99veaxWq2XlypUsX7bcJGT1JbZt20Zqaip/+ctfusR1pdFo+Pvf/86SJUvw9+86B0N7+G3pVVFREapLBaaS0aqqKlavXs3bb78NNLk6d+3axfPPP3/b59oSWVlZJB45wuzZc3B167pr/2/pa9eWvkRrZVp9VeS5AowXBKFEIpF4AYcFQWg1kfBuFHmuI4o9LdPXFx0d4eDBg5w4cQJ7e3tKrpVga2uLucwchUKBm6sbg/0HM27cuC7fMf4tlvqEZt93xY29SO+jIyKPwWBArVajUqlobGw0lVxIJBKkUil2dnbY2tredJdJo9GwZ88ezqedZ+68uQwZMsT0s2+++QZHR0fmzJlDamoq+/btY8UfV2BtI3bo6W766jW3pqaG77//HnNzc0aNGoW9vT3OTk7k5eezZcsWBEHA1taW2tpaU+ctDw+Ppna5RiMCTYGxsbGxpKenk56ezuLFi9HpdJw6dYqsrCyys7J55Q/hJjfd9bwenVbHW2+9xZNPPcmgQYM6/BqKi4u5cOECJ06cwM7OjiFDhjB69GgcHJoE3vT0dA4dPERJaQlenl5ERUeRn5+Pj48PsbGxtxQhWiMjI4M9u/cgMZOwYsWKG0Qd6N7r/6VLl/j666/x9PQkICCA4cOHU1RURG5uLpMmTepSMas1ampqSEpKYty4cQC8/fbbBAQE8NCDD3XoumMwGDh27BhnUs40OXzc3Zg8eXKLLeqLi4vZuXMn+fn5AIwYMQKDwYBOq8VgNDJz5kwcHW/scNXXFmPZ2dn4+fmZhBu9Ts/BQwcxNzcnNDQUT09PoCl4+l//+hfR0dHMmD4Dc1nHEicEQeDKlSukpqZy6dIlzMzMcHFxob6+HqVSiaenJ1IzKWZSM4YMGcLYsWNvKipptVr+8c4/GBYzjJkzZ97y/O+99x7m5uaMHj2a4OBgU6mSwWCgqqqKuto66hR1KBQKLCwscHFxwc3VrUsX8AaDAYlE0i7HR3FxMZ988gkvvPDCDW60zvDTTz9RVVXdzAXVXbQlS+fo0aNUVVWZWo7rdDr++te/8s477wC/uGemTptKWFhYt8+5t9HXri99gZZcPNA3RJ5coAYQgH8LgvC5RCKpFQRB/qtjagRBaHVlejeLPNcRxZ4budvcPDU1NXzwwQfMmTOHfv360dDQQG5uLpUVlZSVlVJWXo6ZxIzxE8YzLi6uS0MffyvsXF/EtHTTD6LwcyfQXpHnypUrfPfdd5iZmWFjY2Pa5RMEwdSNoqGhAbVajZ2tHfYO9jg4OPx/KYeS+noF9Yp6tDotQ4cOZc6cOc0Clc+fP8+ePXt4/rnnqayqZNWqVdja2jJ69GhiYmK69KZTpGX6mtCj0+lYuXIlDg4O2NraUq+ox9bWlpqaGqysrXjooYfw9PCgrLwcV1fXVnem1Wo1Fy9e5EBCArPuu4/w8PBmP09MTGTPnj2Eh4czNqoOG2trxgVP4ccffuTixYs8++yzeHp5dug1NDQ08Nabb+Hh4cH4CeOJiWn9fi8jPYMtW7dQV1dHcFAw2TnZBAUF4TdoEAGBgbi5ubX5vLt27eLYsWPEzIxg0KBBJkHpdl/bKysruXLlChcvXCS/IB8HBwecnZ3Jz89n/PjxuLi44OXl1WIWU2cxGo28//77KBQKtFotYWFh5OTk8MYbb3T5uW6GwWBAEIQ2lSVep6edmN1FWVkZ//7s36hUKoKCg3jooYfanHGj0+lISUkhISEBvV6Pr68vcXFxzRwkpaWlZGRkYDAYaGxsJDk5GXd3d6KiopDJZFhaWuLu7o6bmxtSqRS9Ts+OHTs4nXKa+fPn3/T9eZ262jp279lNTk4OijoFbm5uGAUjlRWVyCyazmFpaYmVlRV6vR61Wk1DQwMeHh7MnDmTwYMHd9jJpNFoOH78OIcOHUKn0+Hh7sGcuXMYPHgwgiDQ2NiImZnZDW4mpVLJ/n37uXDxAn/96187dO7WUCqV/Pd//zevvvqq6TrTlfxW2LnV59fevXuRSCRMmTIFALVKzTvvvMPKv680HXPlyhW2bNnCSy+9dNe6iEWxp2toTeCBviHyeAuCcE0ikbgD+4E/ANtvJfJIJJKngacBnD09h/3vzh3dOs++gij2/EJfW3B0BVeuXOHo0aOUlpaiVqv53e9+R0hICNC0m/vDDz/g7e1NRXkFEyZOYOTIke26MfwtvxZ3fttN5maI4k/fpz2LhKSkJPbu3cvixYtvcCx88skn5ObmAmBtZY2Xtxfe3t4E+AeABBobG7G3s28SfewdsLaxvuEGVqVSsepfq3jsscfwHeTLa6+9RmNjI7975Hds3rKZiIgIFi1ahEajwWgwYmMrdtvqTvrStTcnJ4ezZ8/Sv39/hg8f3urOdWJiIg0NDYwdOxZ7e3vUajWXLl3i3Llz5OXlERAQwNChQ4mMjGzx+aWlpfy88WcEwUhlVRWTRzWi1emou6LBw8ODJ596ssOv4auvvsLG2oYHH3qwXc/Lysxk3/79qBpU1NbW8vvfL6dOoSAoKOimrdIR6gAAIABJREFUi8RNx76nrLSUkaNG4ejo2Cuv25cuXSI+Ph7BaERRX4+ZmRn29vZ4enoybdo0PDw8On2OnTt3kpqayquvvkp2VhYbf/4ZV1dXnn766S54Bd3PnSr0AFRXV/P1V1+jN+hxdXWltqYWRb2C4OBgHnzwwWZ/30qlkmPHjnP0aCI2NjaMGzfulu6c6+h1etZ/v56qyipTFpxapaZR24hcLsdgMCCVSnnmmWc6tNGg0WhISkrC0tKS8PDwVkUOvU7Plq1bSEtLw8vLiyWPL2nz55zRaKS2tpbk5GSOHj2Ko6MjM2bMYODAgSQeSeRE0gkkEglarRYziRlIYODAgURHR+Pt7U1SUhLnzp3DxcWF2bNnExgY2O7XeSvee+89JBIJYWFheHt74+3tjVwu71RZ3q/FnfZ8Vn355ZfExMSYrvWKOgUffPABb/y1ubj7xRdfEBgYaHL53a2IYk/HuVU3rV4v8jQ7mUTyFqAEnkIs1+oUotjTxN3m5vk12dnZrF27Fn9/f2JjYwkODubq1at89913+Pn5oVarqaysZNKkScSOiEVq3rbdho4KO7ecbyvCD/Qu8Uej0bBq1SpcXV1ZurT77cO9lVstEKqqqkhNTeXcuXMIgsCSJUuwsbExlWup1WpsbGzw9PQkOTmZAwcOYGtji7WNNVqtlvLycvz8/Jg9ezbu7u43ncuPP/6IlZWVyT6t1+mRmktpbGzk3//+N1VVVQwePJicnBz0ej39+vUjPDycMWPG3LW7bN1NXxJ62sLevXs5lXwKrU6Lp6cnJSUl+Pv7MzQykpDQ0HblT+j1ek6cOIGuditGoxGZTEZM/zH4+/t3KCD98uXLfPvtt3h5efHEE0+0qxON0Whk/fr1XLhwAaPRiIWFBba2tjg5OTXlellZ4RxsQ6NWi6WFBY5yOes2VfHSSy/d8n3ZWxAEgcrKSvLz8zl69Ch2dnadDnItLCzko48+4o9//GOvbPHcFu70xZfRaGTbtm1IJBJTF6v169cTHh6OXC6nqKiIkpISk1tm+ozphIZ2zT2NSqXiypUr1NfXExcXd9tClA0GA2vWrKG6upq4uDgEQcDMzAy5oxxnF2ecnJyoqKjgypUrZGVmUVVdRUNDAzKZDGdnZ+bMmUNAQMANr0WhUKDX6/nkk094+OGHyc7OJiMjA6VS2dQdcN48U9lcd6BWqdmzdw/FxcXU1dXR0NCAIAjExcVx7733tjknqb2und+i1+t58803ef3117G2birHzMrKYveuXfzhj39EUacg9VyqKQvz888/5+WXX+513cF6gjv9etPVtKVdeq8WeSQSiS1gJghC/f//ez+wEpgEVP0qeNlZEISXWxtHFHla524Xe+5mkQeaXBDnzp3jyJEjREREMHXqVFQqFadOnSIpKQlnZ2dkMhnFxcXIZDLMWrkRiYtWNPu+8rLydkwfANfQlrtlHD3bPYHCt0JvMNDQ0IBOp+OPf/wjAwYM6JF59DStiTxarZbvv/+e3NxcIiMjCQ4OpqqqiuTkZGpqarC1tcXa2hobaxsqKivw8fFh5syZyOVyrly5Qk5ODjk5ORQVFQGwePFiIiIiWpyDwWBg9+7dnD9/nhdeeKHVhXZtbS1Xr1xlkN8g5HI5Fy9e5Pvvv+fNN9/sld1Y7hT6otBjNBqprKykrKwMnU6Hm5sbbm5ulJWWsWnzJpYuXUp+fj5+fn6dDhbV6XRUVlairdlCUWEhOUnXEBCw/D/2zjssqjP93/cMzNCbgHQBBUEFQYK9i0nsbqxJNDGaaNRoktVkf5s1u9lvmm4SN9ndxI0tmmxijC2WNWIsWMAGomJBuvQ6tKFMP78/CLMgRaoCcl+X1yVT3nMG5rzveT7v83weIyOGDh3KlClTmjxWSUkJhw4dIiEhgeeee47+/ftTWVnJ8ePHSU9PJyAggODgYMRiMUZSI9Iz0pHL5fzyyy9UlFeweMliHB0dEYvFnDxxEqVNKU5OTigqK5FIJOhMp5CcnMzBgweprKzkpZdeqlOW1tEpKipi48aNTJ8+vdVG13K5nI8+/IjxE8bz9NNPt9EZPnwep8BLp9Px448/Ehsbi1qtxs3NjREjRuDj49PlgvBDhw6RmppaZdKt01FZWYlCoUCpVCKVSrG3t8fHxwd3d3d69er1wJI2nU7HF59/gZ29PS++2DGMzlNSUvjpp59QKBTMnj0bPz+/BsW0lmbt3E9CfDzHf/2VVatW6R87dOgQ5ubmhISEcPDgQTIzM9FoNOTm5qLRaBg7ZixTpz3Yi+lx4XGac1pDY2Va1XR0kac38PNvPxoCuwRB+EgkEtkCe4BeQBowVxCEwobG6RZ5Hky12PO4CT2dMchoD8rKytixYwd5ubn08fLCx8cHb29vvv76awIDAvDu25dvvvmGefPm1QpcXKyv6/9vVdmxdm1LTPLqfTyzOFBv6NteWFhYEBsby7lz5zAzM0MqlWJlZYWzszM+ffvi3Q7pyh2N+kSeivIKtm3fhoODA8HBwVy5coXbt2/j6+vLsGHD6ngFaNQavvvuOxISE3j//fdrGcCqVCoEQajqEFTP37K4uJgdO3ZgZWXFvHnzmiXWREREEBoaiqOjI7NmzWoXv45uquhMc/C2bdtISkrCytISB0dHfZei/Px8pFIpZWVlfPD+B+1m5G2kOUlxURF7vzrC888/X8tUvCkolUo+/PBD1Go1Tk5OFBUVYWlpia+vL7du3qJAVoBIJNLPjxbmFrj1cmPa1GkUG+fWHstwIpGRkSQkJODu7o6vry9qtZp//OMfLFq0iD59+jTZsFmlUiGTybCxsWmyP0p78Msvv3D79m3efvvtVo916NAhbt26xTvvvNOm7YgfBV056NJqtaSmplJUVMTVq1fJzs7m9ddf58iR/1JWJueVV17p7j7aBEJDj3PlymXefffdDvd9P3v2LCdOnGD8+PH6NubQcNaOVqslPz8fK0urZs/lhw8fxtTUlIkT/5ddvnXrVkaNGkXv3r356MOPWPvWWqysrNCo1aRnZGBsbNx9j1EPXXneaS1NyeKB1os8LTfraAKCICQDdQrYBUGQUZXN000bUf1FuZzxeIk99tKget3yHzfMzc1ZvXo1crmca9eu8cvRo4jEYhQKBWq1ml69etG/f39UKhUjAor07+tjPuERnnXzSSq7g6NjTr3PtXXJl7u7O8HBwRQUFCAvlZObl0tWVhZXLl8BwMHRATMzMwplhWh1Wnr27Imvry8BAQEUFxcTFhZGSkoKpqamjB8/vkEvj85CSXEJm7dsxsbGhrS0NO7du8ewYcOYMWNGvbukarWaI0eOkJ2TzdKlS+sEjA+68ZbL5eTl5REUFNTsbBwbGxvGjBlDdnY2t2/f7r4Ba0eq5+Ao2b0OL/QUFxezcuVK3Nxqr4+CIFBaUkJxSQnGJu0nUigNJ3Lr9l95YoofZr2bd/uVlJjEjh07sLe3Z+XKlRw7dgx/f38mTKiaw6dMmYJGo8HQ0JANGzbg4eHB4GlVIlIxuQiCQGK2D1lZWSQmJlJU+E/y8vLw7dePixcvcvToUTQaDQYGBmRlZeHq6kppaSk9evSoV4SVyWSEh4eTnpZOWnoaxkbGqDVqgoKC8PHxwdPTEwsLi9b/0prBgAEDuHjxYqvHqTanHTVqVIcLeFtCsK2HPuDqaty6dYvdu3djbW2NjY0Nf/zjHzEyMmLWrGf46quv+Pjjj5k/fz6+vr4PraSqs5GWlsa5c2dZuXJlne97eXk5YrFYX7r0KBg7dix2tnbs3r2bcePGUai9oX8u2NaD8vJyoqOj+S7lHBkZGRQXF6PT6ZgzZw7Dhg1r8nHu3btHdHQ0K1asqPW4paUlcrmcqKgovLy99B3tDCWSVnVN7OpU3w9EyapitG6xp4qmCjxtwUP15Gkp3Zk8zedxyuzpTDvJD4OCggI+//xzZs+ejUwmIyUlBR/XRPr27Ut+fj6DBw9uU6+djsDDNHoWBIGMjAxibsSgUCpwcnLC0NCQ1NRUkpOTKSgowNDQkL59+xIQEEBeXp4+8PDx8Wmw7W1Ho2YmT15eHlu3bsXCwkLfWjQwMLDRm+YbN25w4sQJXnvttRbdIO7cuZP8/HzmzJnTrBupnJwcbG1tkUgkJCUlsW/fPt5+++0uEax1ZDrDPPz9999TWlqKn58fXn364OTs/FADP0EQeOeP77Du3XWYc4bcvDz87J6o8r5p4DSUSiXlZeVkZmby88GfG+1sk1R2B5lMxp07d5DL5cRnevPEE0/oTaTT09OxsbHBzs4OJycnvcl09bllZmZyIeICkVGRCEJVWVm1cGRiYsLo0aNJS0sjOzubwsJCXFxcMDczJyExgfHjx9OvXz+OHj1KYWEhcrmceXPnEjhoUHv8KvWUlpYSGRlJcXEx+fn55OXltUn3n+TkZHbs2IG7uzt+fn7odDqGDh3aqT2+uqIR8+XLlwk/H87at9bW+/zJkyc5e/YsWq0Wb29v+vXrh4+PDzY2DTb0fey4cuUKR48epXfv3pSVleHg4ICrqyvR0dGkp1cFpNWdve7383lY5KuiOXniBE7Ozvga/a+VfHp6OlevXsXGxgZPT0/69OlDbm4ukZGR/OlPf2py45HExET+85//sGDBgjrG0qGhoRgYGHDjxg1mzpjxWGRytwfdmT1VNKVMq5oOXa7VVnSLPC3ncRF7Hndvnvs5fPgwYpGI2ZOrguvbt26TG1NMbm4u7/753Ud8dg+PjtLlSxAE4uPjCQ8PJzExEVtbWyZMmEBQUMdd7KoDgtjYWHbv3o1EIqG4uJgZM2YwYvgIUu6l4OXl1WCQXFRUxBdffMF7773XIoHlhx9+ICEhAalUilgsxsDAALFYrG/zqqhUIJVK6d2nN95e3gQOCuTof49yJfIKLi4urFq1CkEQ+PJfXzJu/LgGfX+6aVs68lysUCiqDEkTE0lKSqJMXsaQIYOZNGkShk0sTWoJKpWKb7/9FnNzc27evAlUlRRYWFgwIqAIAwMDlKng4uqCVqMlJzcHIyMjysrKKCgoQGIoQaFUAPDZZ5/VGvv+OW71H0MBmDt3Lqn3UrmXeg+pVIqtrS3Tpk1rNLj98l9fUlRchL+/P0OHDsXJyQm5XI5CoSAhIYHz58/j5OSEr68vvXv3xs6uKthKvZfK5i2bWbJkib4d9Tfbt1NeUcGyZcta7W3UEHFxcXz77bfY2dlha2uLpYUFQ4YOxcXFpU3GLy4uZvfu3ZSVlVFZWYmxsTFr167ttIJxZw2ydDodFRUVmJmZ1VlvTp8+TUxMDG+++WajY6SlpXHp0iVSUlIoLi5m2bJl3VkYv1HtZWRoaIiNtQ1Z2Vnk5ubi7u7Ok08+iUgk4tKlS5w/f57g4MHMnj3roZ1bzUx9SUYJJ0+erPW8mZkZM2bMwNnZGYCsrCw2bdrEc889x4ABA5p0jLt377J7925efPFFevfuXef5EydOoNFoUFRWkpuXxysvv9yu60VXp7POQ21BcwQe6BZ5umkiXV3s6Qy7yA+T/Px87kR+yqu/ex2xWExFRQV/2/A3jIyM+NOf/tTgrvHjQM2g6FF09ZLL5VW7j+HhQFWJwbSp09rNB6QlVC3CAjHnizlx4gTGxsaUlZUhlUoRBAFBJyA2qErhXrVqVYOB42effcbcuXP1rWYf1FmoqKhIP5ZOp6OkpASdTodOq0Or06LT6QAwNjbG2NiYkpISdu7ciUwmw9zcHE9PTzw8PMjIyGDBggWo1Wo+/vhjli1b1l2y9RBpKxPM9qakpIQjR46QlZXFCy+80G7fkbCwMI4ePYqPjw+jR4/Gzs4OAwMDbGxsEASBGxEfISssxMLcnEqFAi8vL0pKSqisrEQkEuHQsyfmFhbIS+X08epTZ/zqeUytVvPXv/6VV155pdkB7Llz5zh54iT/74//r0UmtRcuXODo0aOsWLECV1dXUlJS+P4/3+Pbz5e5c+c2e7zGSE9PJzs7m2vR18jKzkKpVGJiYsJ7773XpsepiUqlYtOmTRgaGLJq9ao6z+fl5SGTydrEsLs96YwBVtjpMH459gsSiQR7e3ucnZ1xcXFBq9Vy/PhxpkyZwqhRo5o83qlTpwgLC+PNN9/UC5XdPJisrCy2b9uOhaXFA0W11tKSe3qdTsd7f/kLY8aO5cknn2zSe27evMn+/ftZsmRJg0029u7di5ubG0OHDmXXrl0oFQoWvfRSp87qe9R0xnmoNVSXaEHzyrQ6tCdPNx2H+z17oGsJPp3JF+JhYG9vz/UEFyLTwrGzs6OPeX8WLVqElbXVYyvwPGpxpxoLCwsmTpxISEgIsbGxnD17lo8//oh3//znDhEcVC++Uafyqtqem5mh1WgxNjbmtddew9jYGIlEgomJCV988QWXL19h0qT6u8/4+fnrs5ckEglr1qxp0Jj16tWr/Pjjj/z1r3/F3NwcsVj8wJT6y5cuI5PJMBAb8OTEJxkxcgS7d++moqKCu3fvkpycTK9evboFnodM9Y1b9ZwMHVPssbKyYuHChURHR7NlyxaWLl2q3xFuK7799luSkpJYuXJlvbvEIpEI057zOHnpMDk5OUgkEiSXMlApVbi6ueLs7MyuQxfw9vbGw8MDrYk3vXr10mc05OTkEBX1X1QqFcnJyQiC0GyRJjExkdDQUBYtWtTiLkQjRoxAoVCw+euvef+DD/D09OSFF19g8+bNeHt5EThoEBUVFeTm5lJYWIi9vX2TOhdqNVqSkpOoKC+nUqHg+vXrFBUV4eDgQIGsgPLycoA2a43dEFKplGeeeYZvvvlG/1h5eTm3bt3iypUrFBYW0rNnT77//nucHJ1ABCqlit59evO73/2uXc+tOVT781QH0R09yBIEgXPnzzF3zlx6ufciLi6O1NRUrly+gkKpYMGCBU3O2KgmJCSElJQU9u3bx/Lly9vpzDs3hYWFJCYkUiovpaSklJLiYnSCDt9+vkRGRqJSqdrF0Lo1GwSRkZEYm5g0WeApLy9n7569LF/+Ks6NZP+VlJTg5+dHeno6gwIHcenyJUKPhXZ31Gohj6vA8zA8eO6nW+R5zKj+kkXLE/VfvK4i9nQLPbVxdXUlJsmRCXaVJJXdoU+fruXD0xQ6irBTHyKRiP79+9O/f3/Wr1/PunXrMDUx5f/e/79HYhB5/8I7YkQJI4aPwMzMjL+89xeWL19eRywxMTFB3Mi5Dh82jE8/+1Rv3Pjuu+/i6emJubk5arUaKysr5s6dS3x8PEeOHMHCwoLi4uImGy2PnzCesePGotPqMJRULWcTJ07kWvQ1wsLCkEgkTJs2rQW/jW7ags4i9gQFBSGRSNi6dSuvvvoqjo6ObTKuQqHg1q1b2Nvbo1Qq631NaGgoMTExWFtbo1Gr9UGKnZ0dDg4OAAwfPpyoqCgSExMJP38erU6HoYEhEomEisoKPDw8EIlE5OXlodPp2LRpE3PmzHlgC3SFQsHVqCiOhYYyffp0fHx8WvV5J0yYwK+//kppaSkbN25ELBaj0Wj4/ocfcHF15csvv8Tezh6JVEJFRQUzZszAwcGh3utdqVRy9swZLl66hJ2dHVZWVhgbGzNkyBACAwP5/PPPUalUrFy5Ek9Pz4cyZ6qUSpQKJX/b8DcA5GVyvL29mThxIj4+PojFYlQqFenp6YjFYkQiEdu2bWP6tOkYGHacXf//GaJWiT0dOdhKSEhAq9UyeMhgRCJRm16b3eVadZHJZOzZs5e0tFRsbGwwNTXF3NycHrZVWbi5ubkEBga2q8DT0jUiMjKSQc3wADt79iwBgQGNCjwA1tbWxMXFcf36dQwMDLC2sqLkEXYR7Ap05DmnrXiU4k413SLPY0pXFXu6hZ7/YWdnh0wmQ2k4AyPNySqhp4sZLjdERxZ36mPt2rXcvXuXvXv3sm7dOoYOHcrMmTMf2vHr21mpNocODQ3F1ta2Sbvu92NlbcXgwYOJioqiujQ4MzMTKysrCgoKmDx5MvHx8fzwww8sWrSIhIQEvtn+DVOnTeWJJ55o0jHEYnEtjwx7e3ueevqpZp9rN+1Hze9VdacN6FiCj7+/Pzqdjs2bN/PmG29gZW3d6jElhhICAgIwNzfnu+++Y8GCBfTr14+DBw9y/fp1LC0tKSoqYtKkSZSWlODl5cWQIUPqiB5OTk5Mnz4dgKSkJLZt28bK11Yil8txdnbGzMyM//znP5ibmxM0aBCIROz5aQ9hYWFMnDixKgNIq+XQoUMkJyUjL5NjYGCASCTC3NycyZMmMXz48FZ/3sqKShCqPC4qKiqYOHEiYrEYIyMj9u3bx5gxYwgJCUGlUvHLL78QGhpKbm4uCODk7MTMGTP0AVdMTAx3YmNZvny5XuyqyZIlS/jkk0+oqKh4aKK4d9++DAwYSHFxMbNmzcLBwaHOsaVSKX36/K+kztTUFFmhrMpcu4NRM6unowZd586dw8fHp03/xoIgkJOT06EyrDoCGRkZbN68md69e/PnP/8ZU1PTh3LctijvrayoJDs7u8n3TadPnyY6OppVq+qWXt6Pey93ftrzE/PmzaN///76ubab5tMVzd/vp6WlWe1Bt8jzmNMVxZ5uoacKW1tbkpOSgSqho6sLPZ1N2KmJVCpl4MCBDOg/gO/+8x3nz59HJBIxZcqUJneHaAk12+rWt/AWFRVx/vx55s+fX+/7xWIxefl5jR5j5syZjB49mitXIomMvIJWq6W0tBSRSMS5c+ewsLDQd9AqLy8HEVy7do2goKA2ubGvueA2RGef8zoTHTm7JyAggPDwcApksjYReQwMDVi4cCEA4eHh7Ny5s8pjx8GBefPmUVJSgr29/QMzaARBIPZOLBcuXkClUqFWqykqKqKiogKJRMLhw4e5ffs2K1aswN3dHYBJkyaxZ88e9u/fT5m8DAFB31Y4MDAQpVJJ6LFQYm7GMHjIkFZ/VgCtTgsiOPrfozz//PMEBASg0+nYuXMnZmZmjB8/Hqia76oD7IKCAsLCwrh8+TJHf/mFpUuXAlXiiEgkwtLCEqjyxBGLRBhKJJSVlbF9+3ZCQkIemK3UWgRB4MyZMyQlJZGbm4uRkRGrV69uUmmtRq1GLpdja2vbrGMWFhZy9epVTE1MGDFyZLuKWB25zXFRURGJiYm888d32nTcxMREtFptm5dmdkZKS0tJTEwkLi6OmzdvMmrUKKZMmfLQjt9Wfppbtm7B29sbN7fG13KdTse+ffvIzMzk9dWvY2ll+cCx3Xq5MXv2bIb8Nk+uWLGCzuBn29Ho6gJPRxJ3quk2Xu6mDtUmzdD5g5/H2ZA5KSmJ48ePs3LlSv1jRpqqzgRdSejpzOJOfQiCwO3btzlx4gQFBQWsWrWqXTxlGquLjo6OJux0GAWyAgYPHsysWfV300hLS2PLli307duXwYMHU1JSQklJCWq1Gq1WqzdMHjF8BM4uzuh0OmQFMkxMTfSdUkqKS4hPiOfChQtotVqmTJnSJju3zUmVrTnnNZfOPkd2BDqSUfPfNvyNxUsWt3nmxWeffYaVlRUvv/xys7szbdq0CbVazejRo8nJyeH06dNAlVhiIBajVmt4cdGLaDQaevbsSUpKCiKRCGdnZ5ycnNDpdFRWVrJr1y7Ky8tZvXq13htr89ebyc7JZsyYMUyYMKHVn3Pjxo1kZ2djbW2NXC7HwsKCPn36MH/+/DqfWy6X83//93+YGBsz/9lnawk2KpWKQ4cOce3aNTQaDTqdDjc3N2x72JKYlMiI4cN56un6vcDakv3795OTk8P4ceNxcHSgR48eDc5NEeHhJCYlkZ2VhVRqhKWVJaWlpaxZs6bB8QVBIDEhges3bpCWlkZJSQkqlQoXZ2dKSkvRaDQ88cQTTJkypd2NXh+1V4ZKpSI7K5v0jHSSkpK4e/cuXl5evPzyy21+nA3rN+Dq6opvP1/s7Oyws7PD0tKyXTdVHjaCIKDVaPWlzNWo1WrCw8OJiIigrKwMS0tLnJ2dGTly5ENrkd7SOV+j0fDrr79y+/ZtjIyM9MbZd+/e5Z0/vtNoAwuFQsG3336LRCJh4cKFTS452/z1ZmSFMpYuXYq9vX2Tz7Wb//Go55b2pD3FncfCeLlcqSIyMQOAwV6uj/hsuj5dKbvncc7qKSwsrGNc21Uyeu5vG9wVxJ1qRCIRfn5++Pn5sX37diIiIpgzZ06rx1Uqlezds5ek5CQMvat8DeIjK4GDdV6rUqkYM2YMwcHBjQa7vXr14ve//z3//Oc/KS4uxsnJCUvLqp2x6OhoysvLCQgI0Ju5isViLCwtSEpKIj4+nvj4eMrLy/H29mbcuHEMHDiwTbN3mrrgtnRhrjlHNpfOOqe2Bx0pu6dUXqr/DrcVKpWK/Px8Jk2a1KL22/JSuV54SktLIyoqCq1Wi5OTE1lZWXzw4QfcvHmT3bt3IwiCvryprKyMiooKBEFALBbTo0cP8vPzUSqVepFnyctLiImJ4aeffmLEiBENGqM3lbVr1xIdHc2FCxfw8fEhMjKSOXPm1Pu5zc3NmTdvHgkJCezZs4fExER9hk9ZWRmmJqb07NmTgoICRCIRnp6eREREMG7cuIci8Bw6dIiszEyWvfrqAzN3BEHg4KFDLHj+eSZPnoxKpSInJ6fR79LJkyc5deoUUqkUT09Phg0dioenJ05OTojFYr3g/+vxX3nv8nv069ePWc/MardOjI/ClFmr1bJv3z6SkpIoKS7BxNQECwsLnJyceOONN9rMg6cmUqmU1a+v5ucDP3Px4kUqKipQKBSoVCokEgnm5ub07t2bp5566oEdITsqgiCwd+9erly5grm5OS4uLnh4eGBkZMTJkycxNjZm0qRJDBo06KF3iWrp5uud23f4/ofvsbOzY+TIkSiVSnJycijIz+fFF19s9LooLCxk+/bt9O3blxkzZjT5PqOoqIis7CwmTZrEpk2bWLRoER4ezTvvx53HQeDpKJk799PlO0C2AAAgAElEQVQpRB5zQykj7Ny4UJCuF3vup1v8aXu6itjzuAo9Mpms3jTxakEkqazzZfV0taydB+Hr48Oly5dbPc71a9fYf+AAri6uDJk/BSMjI0zVPoQEU+/NjqGhYZNay2ZkZHD27FkEQSBkQgg+vj4cO3aMyMhI/Pz8GD9+PPb29uh0OmJjY7l44SKJSYm493Knb9++LFiwABcXlzYrR3jYC25rjlOz02Fz6IxzcFOpT+yBhyf4qFQqdDpdq4WO+5FIJBhJjeoN+LUabaOmvGq1muKSYr1Q2qtXL5566ilMTU0ZOHAgn3/+ORHhEUiNpBgZGTFv3jz8/f317xcEQW/KvGXLFoBan08ikfDEE08QHR3Nxx9/jIGBAXK5nDVr1rS4nMXOzo6iwiJcXFxYs2YNEomk3teJRCKGDBnCkCFD2Lp1K1qtlri4OCIiIkhNTWXI4CFMnz6dnj17YmFhAcDgwYP58ccfSUhIIDAwkICBA9uktO5+Ll26xJ07d/j973/fqMBz9uxZUlJSMDc3RyKREFjD+NXVtfH70szMTAYFDmLe/Hn1Pl9T8E9JSeHEiRN88GFV57I5c+Y8sPtgS3jYpswikYj4uHhc3Vwb7b7Y1tjY2LDk5SW1HtPpdOTl5ZGVlcWlS5f49NNPCQoK4qmnntJ71HUWLl68yM2Ym6xbt478/HxiY2OJi4ujoqKCqVOnMnTo0Id+Tq3N2DQ2MUYkEvH73/++WfcMaWlp7Ny5k5CQEEaOHNmsY966dQt/f3+GDx9Ojx492LFjB1OmTCE4OLiWOKbVakGgQxmsdwS6qsDT0cWdajqFyFPNCLuGb24vJDa8m9otALWOriD2PI5Cj0wmw9fXt8HnO1NWz+Mm7lTj4enJ8eO/tvj9arWaHTt2kJqayuzZs9G52wCiVi24RUVF3Lhxg+vXryOXyxk9ejSzZ8/G2NiYxMRE7ty5w5o1a7D+LfC6efMmhw8fxtzcnOHDh7PwhaanSTeVjlgL/SBaep4PEoc629xcHzW/nw8zu6e6vKitEYlEOLs489NPPzFkyBDGjBlDWFgY4eHhKJVKAgMDGTp0KG5ubnWCF4lEQq9evbh8+bK+nGrYsGH655999lk2btzIihUrGDVqFHv37qVv3756YaJ6vJ49exIUFMTFCxfIzc2tY6S+dOlSYmNjCQ8PJy4uripoeQAVFRVkZmSQnpFR1flq8GAMJRJSUlLw8/fjmWeeafLvaOTIkURERHDs2DGGDx/OCy+8UK845OTkxJtvvkl8fDwxN2I4efIkvXr1YtasWW2adeHt7c2JX08QGxvbaMee3JxckpOSCRwU2GyzfLFYjEjctGDV09OTZcuWkZuby/Hjx/n7xo28unz5A4WklvKwTJnFYjHTpk/j4MGDTfI5ak/EYjGOjo44OjoSFBREbm4ue37aw8cff4yJiQlPTnySkaOaJxI8Ku7du4eZmRnW1tbY2NjQt2/fR3o+bWGd0Lt3bwwNDUlNTW1yNk1MTAwHDhxg/vz59OvXr9nHTEtL03um+fj48OqyZRw58l9+Pf4rwYODGThwICXFJRw8dBB/f3+9QX43XVPg6SziTjWdwpPH06e/8Nd//6dF771Q0HgqfbcA1DI6q2/P4+TR869//pPpM2Y8cDHsqD49j6uwUxOdTse6det46623GjXv1Ol0yGSyOmaAO3bswMzMjBdeeIEETRHQsgU3OTmZO7fvcDfuLnK5HD8/PwIDAunj1adWGUZqaioHDx7kjTfeQC6Xc+DAAXJycpgzZ06tjjNtSWdbdNuTzjovN4Wau8BQew4vLy/n7t27WFtbY29v3+Jyq9DQULKzs1m8eHFrTrVelEolBw4c4OrVq/j6+qJUKpk3bx7GxsZcuXKF6OhoSktK6g3cZTIZ27dvx8LCgmnTptUyFxUEgV27dpGbm8srL7/CgZ8PkJqayooVK+ottdyxYwcVFRW89tpr9Z7nmTNnCA0NxdzcHBMTE5ydnenl5oaJqSkSiQSJRIJSqazyDMsvwMzMDEsrS8rKylAqlAwbPoyEhATGjhlTK6ulvdBqtZw/f56wsDCefvpphg8f3maZgbm5uXz99dfMnj27QYNnhULBhQsXOHPmDH/84x+b1ZHohx9+QGIoaTCTpzFOnz7NqVOnWLJkCX369EGr1ZKVlUVxcTHl5eX6EiRDQ0NCQkJaVZLT3sGaIAisX7+eoKAgJk2a1C7HaA1arZZr166xf/9+/vzunzE1ezhdp1qDSqVi/fr1jB07lnHjxj2y82hrv7UNGzYwadIkAgMDH/ja8+fPc/bsWZYsWdLirMQN69ez5OWX68yl2dnZREdHc+vmLcQGYgIDA4mPj29wXn3c6GoCz6PaSHwsPHlaQ6PZP93lXy2ms2b3PC4ZPRUVFeTl5dXbevZ+OlpGT7e48z/EYjFWlpbcjY1l5KhR9b7m0KFDnD9/HqlUWie4cXJ04tVXX+VGaSbQsgX3woULnD59miFDhjB37lzc3Nwa9BWxtLQkNzeXP/3pT4jFYkaOHMmC5xfUMX5sCzpj9k57U/P3UDPjpzPMzQ+ivuwetVpFUlIy8ccv0Lt3b8rLy8nPz0elUlUZqAogIGBoaIi9vT09e/bE0tIShUKBUqlEJBJhaGiIWCymsLCQzMxM3njjjRadn1KpJC01lby8PCytrLC1tcXW1lafnZCenk5KSgoODg54enoybtw4feAdEhJCSEgIp06dIioqqo7IY2try1tvvUVkZCQ7d+xkytQpPPHEE0BVps6CBQs4ffo0//zXP/VlGF988QXDhg1jxowZQFWgunPnTmJjYxk5YoR+bI1GU8ts1sPDA7FYjIODA76+vqSlpXH5ypUq82OtFq1OB8DAgQNZs2ZNrbkgOjqan3/+GREi3B+Sb4WBgQHjxo2jf//+7PlpD6HHQrGwtMDT0xNXV1dsbGywsrLC2tq62aVADg4OPP/ccxz4+ecGRR5jY2MmTJhAYWEhZ8+eZfLkyU0eXyQSoRN0zTqnaiZMmICxsTHbtm3D0MAApUqFkVSKsYkJRkZGGEmlGBkbU1JSQkREBDNnziQoqGUB14OyejIyMrC1tcXEpGVeQSKRiBkzZrBnzx6eeuqpFvlWtScGBgYEBwdz9sxZzpw981C7T7WErKwsDhw4gFKpRGJYf6nkw6A9NlWVSqW+TFGlUtWbFaxQKDhxoioLb9WqVfqs4qaSnJyMXC6noqKCsvLyes2WnZycmDp1KlOnTtUf88yZM/ry2MeZriTwdPb7zC4v8jRGd/lX6+mMYs/jIPRERkbSf8CAJt90PWqhp1vYqZ+0tDTkZWWNtjiubjX88ccf1/t8axbcO3fucPLESV5b9VqT2gDb2Njw0UcfoVQq0Wq1eh+RtqY7e+fBdMa5uanYS4MICwsjLCwMf39/nlz2XK25zt/cCY1Gg0gkQoQItVpNXn4eeXl5yOVyrKysMDIyQhAEdFotGq2W0tJSKisriYuLw9vLu0mtdQVB4Oh//8vduDgKCwtxcXHB0dGR+IQEZDIZMpkMI6MqL57KykqeeeYZ+vevPb/qdDri4+Px9fXFz8+PrVu36s2HayIWixk6dCiurq5s27aNfv361coamTBhAn369OHatWukp6UjEok4d+4cSqWSZ555hn9v2oRWp8PD3YMrkZGo1Gp69uzJ0aNHGTx4MM888wxSqRQPDw9GjhjJ+fDzvPLKK80KWDQaDT169GDp0qWYm5s3+X1tQc+ePXlt1Wvs3r2bq1evkpubi7m5OYaGhqhUKlRKFRKJIYGDBhEcHKxvNf8gdIKAtdWDg8SQkBA+//vnGBoa0q9fvyZ5jRmIxXrRrCWMGDECLy8vxGIx1tbWDXaGioqK4ucDBzh79iyrV69uUQep+lqtp6WlsWPHDhQKBYJO0ItrwcHBJCenoFIpfxNRDTA0NMDY2BgrKytsbGxqiUIqlYqysjIqKyu5eOFihy2JmjV7Flu2bMHDw6POddwREASBCxcu8N///hd/f3+WLl36SErg2jJ7pzqLKigoiJSUFBQKBSKRSH+djxw5kunTp2NgYIBMJuP8+fNEX43Gt58vr732WrPvQaKjo/nll19wd3fHyMiIqVOnNngdx8fHk/RbN72s7GwMDAxQKBQtFju7Al1F4Ons4k41Xb5cq61prPyrW/zpfOUC+aroLin0fPbZZ8yaNYvevXs3630Pu3SrW9xpmPLycv7+97/jN2AAz9TTwlyr1XL69GmuRkVRXFzC+g3r69yMtHbB/fDDD3n++eeb/T1qL7rFndbR2ebnxvhm+zeIDcQsWrSo1ve+sbKuB3Em7AyXLl2kpLQUExMTvL298fb2JiEhAY1Gw8iRI2tdCwX5Bfz73//mpcUv4ezsXG9JTGlpKUWFRTg5O9XZdU69l8qevXvIy8vj7bffpmfPnnz5ry9xdHJk1qxZDWY0HDx4kOLiYp5//vl6d7IFQeDSpUvs379f/5iRkRGvv/46Dg4O/PLLL4SFhSEIAmPGjCE2Nha5XM6CBQuwt7Nn4983Mm3q1AazB+tDq9WyYcMGFi5YiLtH0wSU9iI9PZ3ExEQuXryIh4cHc+bMQSqVkpiYyKlTp8jIyMDQ0JCJEyeiVquprKzEw8MDd3f3OuVW2dnZbN68mWVLl+Ls4tLocdPS0rhx4wZ37txBqVSyZMmSRj1z9u7di1KhZOELC+s8l5GRQXh4OP7+/vTr16/V2S2VFZWs37CeefPmNZiVVB+CIPDvf/+bvLw8VCoVZmZmmPt7YGtry/UzMnrY9uDZZ59FqVQSFxdHTEwMiYmJ9LTviYmpCTqdrioLTKdDpVRRUVmhz6QzMTFh7ty55OXlERYWxqhRozpkJk9NoqKi2L9/Pz4+Pui0OjRaDcbGJtja9sDa2hprK2usrK0wMzOjoqKC0tJSSkpK0Ol02NvZY9/THisrq1ZnewiCgEajQaPRkJmZya1bt4iJiUGj0bBw4cJH5sHT1tk7W7duJT4+HjMzM8rKygAwMTFh5MiRDBs2jJ8P/ExGRgYSqYTKykqGDRvGyBEjmyTS3095eTmfffYZL7/8sv66TUtLQy6X079//1p/s6ioKI4fP87gwYNxdnbG2dkZGxubxzqLp6sJPB3hPrO15VrdIk8b0i0A1aazBBRd0afnu+++w8vLixE10vKbg5HmZLsJPd3CzoMRBIFNmzYh6ARWrV4FVAWLly9fJjMzk0JZIbJCGdbW1owaNYrAwMA6u0dtseCuW7eOdevWNctnoj3oKrsqHYXOMjc3hkql4v3332fx4sXcunWLadOm1RFZWir46HQ6bt++zbVr18jKysLCwgIzMzOSkpIwNjbGxcWFoqIiioqKsLa2Zs2aNS06/w0bNjBz5kxiYmIYMGAAQUFBKJVKfvj+e9RqDQsWLqg3I0atVnPgwAHu3bvHCwsXNig+KBQKvZcIwPx586lUVHL48GHEYjF+fn4sWLCA/Px8Nm7ciCAIODo6IpPJWL9+fZM/i/a3TKiNGzfy7rvvPrQOSQ9CpVKxc+dOBg4cWMusWhAELl++zK+//oqFhQVSqZSioiLKy8tZtGhRnYYFN2/e5Oeff2blipXY2T+46yDAqVOnyM7K5smnniT2TizJKcmYmZkxdepU/d903759VFRU8OKLL+rfp9PpOHHiBGfPnsXNzY28vDy0Gi1Dhw1l7NixrcqQ+vO77zbLrFmtVrNt2zaSkpL0ZS9ZmVmkpqUSry6ktLSU4OBg+rs0v529IAhERkZWlfeJRJiYmPDnP/+52eM8Cu7cuUNsbCyGhoYYGhpSUVFBYWEh5WXlKJRVApZarUYikSCVVnW9E4lEVJRXUFFZgYWFBWPHjuWJJ5544LWiVCrJyMggLTWNxKRE0tPTqays1JcFicViTExMcHR0ZOjQoQQGBj4SoaEts3cKCwsJDw8nPj6e4uJilr6ylH99+S8ABg0axPTp0/W+a4IgUFBQgAgR1tZWGDbQya8pRF6J5E7sHRYtWqQf+5NPPsHAwACVSsWoUaMYMmQI6Wlp7PrxxwZ9zx5HuoLA05HEnWq6RZ5OwONu/twZAoquJvQkJSVx8OBB1q5d2+Ix2jqrp1vcaTq3b99m165dvP/+++Tm5vLzz1W7Vc5OTjj/VhLSp08fHB0d631/Wy24O3fuxNTUlCtXrrB61epHskPfERferkRnmJ8b4u2338bQ0BCJRIKPjw8jR4wk4kIEUqmU8ePG1wnIW5PlA/8rh8jJyaFnz55otVpu377dIrPN4uJi/v73v/PXv/6VH374AW9vb70QIQgCx48f5/Lly8ybN6/BrjDXrl3j4MGDDBw4ECOpFEsrK0aPHl1vkJeSksJPP/1EQUEBL7zwAj169GDz5s36LlpWlpYYGRtjbGxMZmYmvT09WfLyyw2ev1wuJzQ0lKTERIqLSwCQSAzx7tu3lmjxIMrKykhOTiY5OZmCggJ0Op3+n0gkop9vPwYPGdzi0s87d+5w5swZVq5c+cDXRkREVJWvBQfjP3Ag7u7u+g5fV65c4cSJE7z66qvY2T1Y6Pnwww8pk5eh0Wr0j/Xt25eUlBSGDRvGzJkzOXDgAHK5nEWLFlFaUkrEhQguXriIkbERixYt0osxd27f4eeDP+Pl5cX8+fNb9HsA+MMf/oCtrS2/+93v9B2D6qO0tJTdu3eTkpKCWq0GYM2aNfWa11avNTVpyrojCAKpqalcvny5qry8f3+WLFnywPd1dgRB4Ny5c0RERCCXyxk0aFAtI3VHR0c8PT3Jy8vj1KlT3Lh+AxNTE6ysrHB3d2fgwIG4ubkhkUg6TNZIa+6fS3/LmpRIJNy4cYODBw9SWVmJu7s7/v7+eHh4cPDng5SVyVGqVKz7059aJeQ0RkJ8PKdOn2b58uVAVenWxYsXee2110hLS+PcuXPEx8UjEot46aWX8PT0bJfz6IxEye51WoGnI28idhsvdwKaY/7cFQWf+70hOmIg0dV8enr16kVBQUGrxmgLn56awk71mN08GAcHByQSCe+//z4qlYrg4GCee+65JrUIbguBR6PWkJGZgZ+fH7t37wYgLi7uoYo8HXnh7Up0Vu8eQRAQBIE33ngDRaWCb3Z8w507d+jTpw/FxcVs3rKZdevW1XpPQ63ZoWkBikgkYuTIKr+Q1NRUfty1i4AmdHmpD2tra2xtbblw4QKJiYl6A8/q40yaNAkfHx927dqFl5cXU6ZMqdPefdCgQbi7uxMTE4Narebw4cMYGRnpzZdrUt2Ce/PmzaSmphIQEICJiQk6rY51766rVSKTnp7Otm3b9D/funWLK1euMHz4cL3g9O3Ob0lNS6V3796sWr0asVhMUlISBw4c4O7du/Tt27fRspu0tDSOHj1KVmYmnp6e9O7dBx8fHwwMDBCLxYjFYtRqNdevX2fD+vX49uvH8OHDm106mp2dTXJyMtu2bUOlUuHr68v48ePrDZBHjhyJg4MDW7Zs4Wp0NBYWFqxYsQJLS0vc3NxQKpV8+eWXrFmz5oEd3EQiERqthkGDBjFs2DC+++47Zs6ciVar5auvvsLKygqxWIxOW+XJc+S/R0hISGD+s/MZMGBArbH6D+hPTm4Ot27datZnv5/Fixdz6dIlwsLC6hV5lEolu3fvJi4uDl9fX/r378/du3eZPn16g92J6rtuqn177sdeGoROpyM0NJTLly+j0+lwdXVl2bJlj7zF98NCJBIxduxYxo4dS0ZGBseOHSMjvSoGEBCQyWTY2dqRX5CPh7sHa9euxb5nXePfjkBrs3fS09P5+uuvEYvFDBkyhNzcXMRiMR99+BEGhlVZmV999RUeHu5MnTat3UUtWzs7srOz+fX4cXSCQHR0NPPmVXW+69WrFwsXLqSkpASFQtGkpiaPC51V4Hkc7jG7M3k6GDWzfrqi4AP/2znuiIFEV8noEQSBP/zhD3zyySetXhhbktHTnbXTerRaLZmZmdjZ2TW5XKolAk95eTk3btwgNjaWzMxMzMzMKCgowMHBASMjI0xNTfH09GTIkCEPrQyjO3vn0VEzswc65jxdzdatWxkwYECdstQrV66wZ88e3nrrrQaz3WrSlAwftVpNXl4eubm5pKamEhMT02hr7aaQkpLCvn37sLGx4ZVXXqn3NUqlkpMnTnIl8gp+fn5YWlri4+ODx33dq6r9JLQaLUOHDmXY8GH1mqVv376d4OBgAgIC+PDDD5k5cyb+/v5AlcdQVnYWd+/eJSoq6jcRSIvYwABfX19u3bqFqakpBmIxpXI5arUaX19fXq6R8XP58mXOnTtHbm4u48ePx8TEBFNTU/0/sVjM+fPnSU9P5+mnnuaJ4Cce6MFSWVnJ1atXuXjxIlqNBt9+/ejbty99+vTRG2jL5XLkcjnmZmaYmZlx+84dzp49S3l5OV5eXhgbGyOVSomKikKj0TBq1CgcHR0pLi6muKiYGzE3UKlUDB8+nJLiEiKjIunVqxcymYzRo0dz6tQpgoKCsLGxISoqijfeeKPR+TA2Npbt27fz5ptv4urqSlRUFEePHuWFF14A+K0rliEarQZra2vKysowNTHhj++8U+94WVlZ/Otf/8Lf37+qjb1CibGJMSEhIfpuQ03h7t277PphF/4D/fXlRGPHjsXY2JgPPvgAR0dHZs6ciaOjI1s2byEtPQ13d3fy8vIoLy/H0dGR6dOnN1lsEwSBvLw8rhWno1Qqq9q8FxXj7++Ho5NTpwwO2xOZTEZERAQhISHt1rigLWjtvXJGRgZff/01E0MmYmVtxaVLl6p8moxNeHX5q/rXvf3222zYsKFev7O2RhAETp06RVJiEvIyOeXl5djZ2XW3RW+EzijwdCZxp7tcq4vS1cWebqGnfSkvL2f9+vV88MEHbbL70VShp1vceXQ0V+BRKBR8/fXXZGRk1Hnu448/rtfQtb3pFnc6Fh29lOvGjRtcu3aNl156Sf9YZUUl7/31PWbPnl1vRktTuF/06Vku5uuvv8bW1hYHBwccHBwYOnToA7M5GqKwsJAff/wRsVhMSkoKOp2ON954o1bZxv3IZDLi4uIoLS3l0qVLTJo0iUGDBtXpnlNQUMClS5eIjIzEzc2NyZMn41LDs+dvf/sbL730Eg4ODhw6dIjIyEgCAgIoKCggPT0dSwsLxAYGTJs2DRsbG8rkchRKJenp6SQlJpKaloadnR1mpqZk5+SwcuVKevbsyaFDh7h27RpqtRqpVIqJiQlSqRQ/Pz8qKir0/xQKBYEBgYwaNbJFZRdZmZncjYsjIT6BtPQ0LCwsKCkpqepiZmFJeXk58jI5Hh4ejBkzhgEDBtRaAwVB4Nq1a+zbtw+JRIKVlRVmpmakpqViYmyCkbERlZWVKBQKli9fTkpyCtdvXGfAgAE8+eSTABw4cIDKykoWLFjQ6Ll+/vnn+Pn50a9fP+zt7Tl8+DCRkZGsXbsWrUZDcXEJ8jK5PnvJ1dW1UY+PrKwsTpw4gYGBAUZGRuTm5lJUWFQnE6sx1Go1hw4dorKyEo1Gg0wmQyQS4dDTgQJZAc8++yxpaWlkZWWRnp5Ojx49kBhK8PH1wcXFhUuXLnHhwgWsLK1Ys3aNvpytIfbv3090dLReZDMzNWPRS4uwsLCot9QLOrevx+NAzXtkjUZDTEwMMTExjB83/oHZvllZWezbt4/s7GyefPJJJkyY0OBrMzIy+PLLL3nvvfceWseqY8eOce/ePYYPG4aDoyM7d+5k4cKFjc7Njyud0Yens91jdpdrdVGqS7xqlnN1JbEnyMKrw5ZvdYXSrcTERHr37t1m6a2NlW51CzuPnuYuthUVFfzlL3/R/2xsbEyfPn1wc3Ojd+/eD13g6Uw7K48T9ZVyQccRfMrkZXVEDo1Wg4GBQYsFHqh9HWWVX+bn61cYOHMCXl5ebbImmJubk5WVxfTp01myZAmJiYns3LmTt9a+hYlp/cGMra2tPmMpICCAI0eOcOTIESZMmEBISIj+dXZ2dgQHB+Ps7ExOTg5bt24lICCAyZMnY2xsjFKp1P/OJk6cyLVr14iPjycwMJA5c+Zgb29PVlYWlZWVODk58en331NaWsqYMWN48qmnUCqVyGQyYmJiGDRoEAqFgs8++wwbGxsmTZqESCRCp9MRHh7O7Nmz6dOnT6t/XzVxdnHB2cWFCRMmoFarKSwsxMbGptacVW1KWx8ikYigoCBiY2MRBIGFC6s6W6WlpfHPf/6Tl+e+XMsDyd3dnXHjx9UaY8b06Xz+xRf8+9//xsfHp8HyL6gqF7t+/ToFBQX07duX559/np49eyISiR7YravOZ3d21pvCVvP+++9z/fp1goKaNvdLJBLmzJmj/7myspJPP/2Uu3F3mT17Nv/4xz/o0aMHPXr0IDMzk5CQEH27cI1Go88qNTE1qdWKXafTERcXx+3bt8nPz8fOzg4rS0uuXr3KmjVr6vUxauhaaqzcq5tHR01xp/oaP3HiBK6urnh7e7Nj5w6WLFlCr1696rxXp9OxdetW7t27x5AhQ3hp0UsNdsASBIEjR44QExPD1KlTH5rAU1hYyKVLl3jrrbf0pbFDhgzh8uXL3SLPfXQ2gaeziTs1bVxaQ7fI08HpymJP9cV2OaPjZfV0dqGnqKgItUqNTqdrs3ak9ws93eJOx6Ali61IJMLIyIjx48czcuRIjI2NH5mJY2dbfB9Hav5tOpJ3z/Ub1xk/fnytx2LvxLaZSKlQKPjx3+H08erDsHEzKVBfa7aPT31IpVJ8fHwwMjLCyMiIAQMGcOTIEeRl8gZFnpo4OTmxbNky5HI5f//73/WdXywsLKisqGTLli04OTmRm5sLQEpyCocOHmT+s8/i4uLCiRMnmDFjBseOHcPKyoqlS5fW6tr0/fffU1RUxLx585g9ezY7d+yksrKyVtcpX19fvvrqK+7G3kVAwNjImNzcXAwNDTEwMGDChAltLqztkUQAACAASURBVPDcj0QiqdcboylzWUlJCfn5+Rw+fJjJkyfj5uaGr68v3+78lrfeeqvRLlqGEgmBgYEcP36cpKQkrK2t64gsFRUV5OTkMOuZWTi7OOuzddqaUaNGERoaykB//xZlRpmYmOgF/2+2b8fV1RV/f3/s7e1JT09n9+7dGBkZ0aNHD/Ly8pBIJCxatEjv6aPVaomKiiI0NBQAV1dXPDw8yM/PJysri5CQkCYZVdekfp+fe3Uy7KDzBJmdnZoCT3p6Ovv378fIyIiVK1fi4OBAeno6Z8+eRSaT1RF5CgsL2bRpExYWFrzzzjsNZkDm5+dz69Ytbt28iUQqZe2atU2aD9sKnU6HVCqt5X02ePBgPv30U2bMmPFIsps7Ip1J4Ols95fVcX517L+lleN1izydhJrmzRcSu1YpV0fN6qmewKp3lTqT2DN69GiSk5P56aefeO6559ps3GoxJ6nsZLew0wFoaT20VCpFIpEQFBT00HbJ7qc7e6dz0lGMmhUKBRkZGbWEBJlMRtTVqDotsFtKeHg4jk5VHiUikajOtXZ/xkFz1ghjY2NUKpX+59LSUqysrJp1fhYWFixfvpwzYWHs+mEXry5/leO/HsfBwYFXXnkFkUhEZGQk+/btY2DAQACeffZZDh8+zPvvv48gCLz00kt12nK7urri4e7ByZMnUSqVODk71dnJdnZ2Zvr06YSGhjJ58uRWZU49ChYvXsytm7cIjwjn/fffx9fXF2trawC0Om2d16tUqlpB3qWLl1i8eDGOjo71GuJrtVp8fHzY/s12xowZw8SJ7bNejh8/nqioKD76+ONGO7E1hFKpRCqVEh4eTsq9ewwdMoTjx48jkUgoKytDKpUydepUCgsL9SbSNfnuu+9ISU5h0uRJdbyx2pJu4efRcL99wcWLF/n111+ZPn26XthMTEzk+++/Z+7cuQwYMIDy8nLi4uJIT08nPT2djIwMDAwMePbZZ+tkXlZz9uxZwsLCCAwMZNz48QwYMKBdRNHG6NGjB3K5HI1arRdMLS0t9SJWe4vWnYHOIvB0tvvL+8WdtqJb5OmEdMXsno4q9EDnzOoxMDBg4cKFvPfee8yfP7/NF8tugefR01yBZ8+ePRgYGDBjxgx+2v0THh4eTerW1R50tt2VbupS829XnY0JD0fwUavVbNq0iaFDh9YKGg4cOEBGRgZPP/10q4+hUqkIDw9nxYoVDWaGtKZbl8TQEI1Gg06no6CgALFY3GAA1BgODg7MnTePf/zjH1y9epVBgwZx+NAhNm7cyPLlyxk8eDCeHp7Y9Kgy5zUzM2POnDmkp6czcODAersajR49mu3bt/PCCy80GNjk5uZy8OBBnn/+eQYOHNjs837UmJiYYGJqgkwmQywSc+PGDQwNDRGJRXzxxRf069ePF198kbNnz3Lq1CkqKyvx8fHhlVdeoaioCK1OW6cLVk0sLCxYvHgxH330UaOvay0ikYg//OEPnDp1ih9++AF3d3fmz5vfYClMTQ4dOkRERASCICCRSFi6dCnXrl1DqVSi1WoxMzNDqVBy8uRJnJycEIlE7N27F3lpKeUVFSiVSkqKiwkcNKhdBZ6G6BZ+2pd8VTSCINDP2B6ZTEZ8fDynTp1i9erVte4dKioqsLKyYsCAAURGRnL06FE8PT3p1asXkyZNwsnJiatXr3L06FHS09NZs2ZNnW5t4eHhLFu2rMEubg8DsViMlZUVssLC2hmCAhgadIfLnUHg6aziDrS9wAPdIk+npquJPTWFHnj0pQA16YxCj1QqxcrSkvz8/O52j12Mpgo8SqWSdevWsWH9BiQSCREREVy8eBEvLy9eebn+bj7tSbe40zV52Nk9OTk56HQ6Zs6cWevxmTNn8vnnnze5G11jaNRVAkxTm1M0V/Axt7AgJiaGqKioqm52jRjuPgixWMz8efPYsnUra9eu5cVFi/jkk0/0z99feiSRSHjmmWfYtWsXwcHBdcpp3Nzc8PLy4scff+Tdd9+t95h2tlXeP8eOHcPV1fWRCcatoaysDHMzM5avWMHnn3+OhYUFubm5jBkzhgsXLvDJJ59QUVHB/PnzkcvlHD16FI1GQ2hoKIGBgQ8cX6PRYG5uznfffce4cePaNdspJCSEUaNG8c033/DJp5/w7LPPNtr5TalUEhERgb29PU8//TT9+/fH0NAQd3d3Zs6cqe9mVFlRSWJSInFxcSQnJ2NhYYGtnR0eFhaYmppy8OeDTJk8pd0+V3Pp9vlpPdUimY/Ulq1btvLf0hKMjY0xNzNj2bJlta51hULBd999B8CG9esxNjFh2dKldfymxowZw7Bhw/joo4+QSmqXPZWVlVFUVMT5c+f43TPPtEjsbgvS09PRaDTY1vh8JSUlFMgKOnSns4dBRxd4usWd+ukWeboAXUnsuT9Y6BZ6WsfAgAD279/PsqVLW1Sv303HorkL7Y3rNwCQFcp4+umniYuLo6KigsWLF2MoebjTf7fA0/V5WNk9crkcU1PTOhk25mbmCILQJpmLpmamBAcHc/jwYZYtW9as9zalrGvChAkIOh1SqVEdY9+WoPtNjLpw4QLh4eEM9PevU4ZVE29vbyZNmsTWrVt5/fXX6wQxKpWKHj16UFlZWW9Jp4GhAVOnTGX9hvVUVla2+vwfBX379uXw4cNYWVnx5ptvsmPHDkQiEZcvX9Y/P2XKFKRSKR999BHu7u4cOXKEsrIyfjfzdw8cXyKR8OabbxIbG8v333/f7iVtRkZGrFixgosXL/LT7t38atODpydVCTj3Xyv/n73zDovyzPrw/c4w9N4RkKY0C4IdsSLGbmJMgkSTbNbE6CYmm5582cQUU8zG1E1iW42xxZKoUcGKYEGiQkBAURGkqfQiDAxTvj9YJiKIlAEHnfu6uHYzvOWZkXnO8/zec37HwMCAf/7znyQmJrJp0yY+/PBDgCbfHX0Dffr160e/fv2avWdcXBz/XfNfBgwYQHBw8F3zdrsTuqyf1nFzedbnn39Onz59mDz59iLe1atXAZg+fTq9e/fG0dHxtn8D8fHx6OvrNxGdTU1Nef/994mMjOSrr77iiSeewMnJSUPvqPXs27eP8ePHq9fK1dXVrFixgjFjxrTo0XWv010Enu6wtuwqcacBXQv1e5B7pf26trZZ704t1lUqFRs3bkQmk/Hkk092eY2zDs3R1kCbkZFBzJEY0s6lMXPmTIKDg9m2bRumpqZMnDixE0famO4UgHVons5ow15TU8Pnn3+Ol5cXY8eOVW8ITp06xe+//87ixYs7PNcdO3aMw4cPM2fOHDw9PTUxbKBpe/bWxpHKykqMjP7qaKRUKqmsrKx/0lxUxPnz5zE3N+f06dM888wzjdqmt0RkZCSZmZksXLiw0etKpZI9e/aQmJjIQw891Owmf9u2bYjFYh566KFW3Usbef/995k5c6b6/dXV1VFcXIyJiUkjA9bs7GxWrVqFSqVi+PDhLW58byU3N5ctW7bw8ssvN/v7hrI9TRq7KhQKIiMjOXXqFHpiPYIGBhEQEICLS9M14aeffsqYMWOa+O3ExMSwe/du3N3dmTVrVrMZwfHx8SQkJFBSUoJUKuWDDz7o1uuM27V1v1+4eT6KjIzkypUrPPvssx3+N62qqmLp0qVMnTqVwYMHq19XyBUcO36M0tJSysvLOZd2DkEk8OEHH3Tpg8mMjAw2b97Mm2++iVgsRiaTsXz5cjw9PZkyZUqXjUPb0GaBpzutLdsr7jwVOkjXQl1HY+4Vk2ZtLd/qThk9giAQHh7OT2vXsnLlSh5//PEWn+7q0E7aE2gvX75M2rn6DmiRkZEkJiZSVlbGiy++2BlDbEJ3S5/V0Tl0RnaPoaEhzz//PIcOHeLYsWM88sgjAPTx78PevXvZtWsXDz5450yL26FQKNi/fz+LXlik8Se47fHxOXv2LBs2bAAViMQi9PX1kUqlmJiYYGFhQU5ODubm5ojFYgIDA1st8ABMnDiRDz/8kOLiYmxsbNSvZ2VlYWtrS1hYGHt2725W5KmpqaGsrIzy8vI2m0ZrAxUVFUirpdjfVConkUhwdHRscmzPnj155ZVXOHzoEFlZWW26z62frUql4siRI2RevoxILObChQvI5XIkEgn+/v6EhoY2O4a2IBaLmTp1KlOmTOHMmTOcPHmSk3FxiPX0ePLJJ/Hw8FAfa2BgQGFhYaPzr1y5wv79+5k3bx7r169n//79zJ07t8l9hg4dytChQ5HX1fHW229rbSZPa9H2NV1XMnHiRFatWsVnn31Gz549GTRokLqrGtRn+507dw5vb+87NnC4cOECKpUKsVjMkegjGBkbYWRkRGJiIllZWbi6umJubk7E4xEkJyXz+++/89DMmZ39FlGpVBw9epRDhw4RHh6uLlO8ePEiIpFIJ/CgfQJPd1tbdpapcmvoFiJPtVRG0tnsRq8F9Ot5m6N13Ex3L+XS1vKt7iT0iMVinvrb39iwYQPHjx/XiCmpjq6jvYE2LCyMMWPG8MW/v0CukJOZmckLL7zQJSJfd3rCoqPr0KR3j5WVFf369ePw4Wj1a8lnk6mtrWXUqFHtumZtbS1JfyaRdi4NOzu7Tk/Rb/hON2RUny5ObHLMIBt3Ll68iJeXFzNmzMDCwgKZTIaJiQkikQiZTMaSJUuYMGECJiYm+Pv5t2kMgiDQu3dvzp87x4iQEPXrJSUlbN++HRMTk9tu4B5//HGio6P5+uuvefHFF7uF0FNVVaUu9TM2Nsbcwpy4uLhWiYIWFhZMnzGDJUuWEBkZiYeHB25ubnfc4BoaGlJVVQWAVCpl48aNZGdnExgYSF1dHfPmzcPDw4P8/HwiIyP55ptvcHV1ZcCAAdjY2NCzZ08MDQ3b9X4FQWDQoEFcuHABT09P/vzzT3Jzc3Fzc0MkEpGWmkZpSak6M+nPxETiTp6korwCV1dXfHx8GDt2LAcOHGh03fKyMi5euoS5ubl6bBKJhPT0dI11t9NxdxEEgXnz5nH9+nUSEhKIiYlRizznz59n+/btWFhYsG3bNoICA3H38MDMzIxevZrG/cDAQExNTFi+YgVWVlYYGBhQUlKCpaUlr7/2eqNW6d7e3ixbtozeKSkt+kp1lJKSEjZv3gzAiy++2MhrSEDA2Kjj3m7dHW0VeLrD2vJuijsNdAuRx1QiYajLX0+m4nPzmog+oBN+WuJeEHu0UeiB7tFiXSQSMXToUH7dvp3Q0FB1yr8O7aajT1IkEgkGhgYU5RURHByMm5ubBkfXlO72hEXH3aE5sQfaLviUlpZiZWWp/u/9+/YzbNiwdhkv19XVsWrVKvT19QnoH4B/n7aJJbfj2rVr5ObmolKpUClV9HTrqc7SuHbtGmfOnOHMmTPI5XIcHR159JFHEUQCEomkvvyqOAHbwb7cyMpi9aGdGBoZ4Ozsgq2tLWPd+3Hjxg1UKhWDBg1q97w+dOhQtmzZQvCIEWpPmh07dmBvb8/zzz9/2+wMQRAYN24cMpmM3bt38/jjj7f7c9Ik8ro6MjMzUSiV1NbWUlxczLVr18jIyKDqRhVKlRJjY2Ps7OwYNmwY+/fvJyAgoFF2y+0Qi8X8/e9/Jzk5mZgjMeRfzWfatGkMGnT7jHoPDw9ycnL45JNPKCsrw8HBgbfffruJwayzszPz5s2jpqaGXTt3EXcijqrqKuRyOU8//XSb5+/KykpOnjzJhQsXyMvLw9LSkurqanbu3Mnu3btxcXampLQUdw93fvj+B0pLS5HWSBkyZAgeHh7qtu92dnbqhwMKhYKzycls3bYNMzMz5HI5CoUCpVKJIAgcOnQIb2/vbl2ypeMvBEHA0dGRkBEhLF+xnE8/+QRbOzsKCwt59JFH6O3tTUVFBSdPniQtLY1Lly7xxBNPNPtd6u3tzccff4y+vj5KpZLly5fj4eHRSOCBelF09uzZbNq0iT59+mgkO0ypVLJq1Sr69u3L8OHDiY+PJzIyktDQUEaOHNnkHgqlAoVS0eH7dlfa2r21K+guAo82iDsNdAtPHi8vP9XHS39q8Zj43Lwmr+lEn9vTXX17OsPfQRN0F5+etWvX4uLiol686dBeNJUq+9NPP3H27Fk++uijdj8Nbg3dJQDr0E7aM7fv2LGD+Ph4RCIRTk5OFBYWYmFuQVFxEc7OzixcuLDR4l2hUHD9+nVEIlF9Wr4KlColSqWSyMhIDAwMiIiIaHFTUVtbS3l5ORUVFfX/W16BtEZKbW0tsloZNbU1GBkZ4ezsTFJSEkVFRfTq1QuxSIwKldo7p7y8HEEQGDx4MAMHDsTExITVq1dTV1fH9evXCQoKIiIiotG9lUolly5dUpc4uAeI8PDwJD39POPHhzUSedoai7779jt8fH0YN24c+fn5/Pzzz7z11lut2mDV1dWxdOlSpk2bhoODA0qlEnNz8yZmztevX0cQ6gUsU1NTJLfx3JBKpZw+fRpXV1d69uyJSqVCqVSSnZ1NbW0tRkZGXLpU3/HJ0dERPz8/RCIRUqmU5ORk0tPTMTIyQiwWIxaJEInFFBYWMmzYMGbOnIlMJiMvL4/4+HjS0tLQl+hjaGTIa6+91qbPDOqFuvXr12NiYoKTkxNWVlZYWVmpf9fwU1xczKxZswgICGiz905UVBSxsbFMmjSJkSNHtvq8bdu2cS7tHIMGD2Lo0KGNMhUqKio4fvw4p06dQqVS0bdvX2xtbZHL5YSGhja6TlZWFsuXL6ePfx9SUlLQk+jRo0cPjI2NqayspKKighs3buDk5ERpaSkqlYpZs2Z1ahaGjrtDTk4Oubm5DBo0SP39zc/PJzc3l7zcXFJSUgkeEdzkb+hWCgoK1CbxL774Iq6uTef8ZcuWMX369GYzg9pKbGwsKSkpyGQyqqqqMDU1Zfbs2Y1KNW9m165dGBgY3JeZ7zqBp310hqlyRz157hmRpzluFn50gk/zdHexRyf0tI3S0lK++uorXnrpJfVCVIf2oclaaIVCwfLlyxkzZgz+/prJTriV+NwcrQ6+OroPbRF7ysrKqKmpwdTUlOzsbDw9PTE0NESlUvHNN98wevRodavrs2fP8vvvvyMWixEEAaVCCUJ9lqMgCLi4uPDoo4+qPRluJjs7m+TkZFJSUtT+M+bm5lhYWGBhboGhkSEGBgbqn4qKCnJycujbty99+vRpdE2pVEpeXh6rVq3ijTfeaDQPHz16lEuXLnHp0iUWLFjQrEnuzVy+fJkDBw7g4ODQqNyoPebORYVF7Ni5g4KCAgYPHkxMTAwRERGtnjPOnz/Prl27EAQBQRCoqKggODiYsWPHYmBgwMmTJ4mMjMTY2Bi5XE5dXR0PPvhgk1bkRUVFrF69GgcHB0pKSigqKkImk2FnZ4eDgwPnz53H0MgQG2trevXuTU5OjtpPRiwW4+bmRmhoKPb29qhUKg4fPsyR6Gh8/fxum2kkrZby0ZKPmDt3brtKjeR1dZxPT6e0tFT9o1KpcHBwwNHREUdHR+zt7BHrNf3bai0ZGRn89NNPmBibYGpmSmBgIMHBwS2es2TJEiZOnMjAgQPbfd8GNmzYQEpKCgqFAjMzMxwdHbGxscHS0hJbW1t8fX3R19dHpVIRFxfH77//zvvvv69RM2kd2seuXbs4e/Ysnp6euLi44OzsTM+ePe+YVbh7924uXrxIWFgY/v7+zWZ+/fbbb9jb2TUqI20PlZWV/Pvf/+b555/H2tqaS5cu0bt379tmm0mrpXzyySe88srLWFhaNnvMvYpO4GkfnZW9oxN5WoFO7Lkz3VHs0WahB7RX7Dl48CCXL1/m73//e7MbGh13H00H2t9//x1TU1PGjh2rsWs2oO0B+OanK9pGd5lr7xYdydy8fPkyP/30Ew888ADl5eX8+eefzHp4Fr29e7f6GpWVlfz222/k5OQQFBREv379cHZ27nD5wI0bN/jggw/49NNPm2w0NmzYQO9evRkydEiH7tFAWwWfy5cvc/78eUQiEUFBQbd90n0nysrKiIqK4vz580gkEqRSKQsWLFCbQufk5LB582ZMTEzQ09OjurqaqqoqqqurmTZtmrrTU0FBAUuXLuXhhx9mz549zJw5k6Cg1s2N169f56uvviIiIuK2LcAbiI6O5ujRo7z99ttaW85cU1NDQkIC58+fp6KigpdeeqnJMRXlFeTm5nI4+jDXr1/nvffe6/D7+fnnn7l44SKPPPoI3t7eTcrMmuPrr7+ml1cvpky9f41r72Vqa2s5ePAgqampvPDCC3f0pbqVgoICvv/+e955553b/n3u3LkTGxsbQjoo8vzyyy+YmJgwderUVh2fk5PDxg0beePNNzp03+6GTuBpO51dmqXrrtUKGvn53OTloxN8/uJWz57usPnQxu5bDROkNpsyjxs3jtzcXDZs2MCcOXN0tfNaRmcEWltbW3JzNS923O8BuMOUNRbYNUF3mLtbS0eMmj09PQkJCSE2NhaVSsXo0aPp1bvlv1OZTMbxY8fJzMzk2vVrVFZWEhISwuzZs29bWtQeGkqVSopLmpg729vbE3s0lr59+2Js0nHjz1vnkgYPuQZujVGenp7qlvEqlYrLly/j4ODQpPTqTlhaWhIeHk5RURGCIGBtbd1IHHN1deXlf75M2rk09PX1MTY2xsTEBAMDA06fPk1BQQH29vbY29szatQoduzYwejRo1st8EC9UbJKqWpV2dDIkSO5cOEC7733HsOGDWPatGlter9dgaGhIcHBwdjY2LBy5UqkUmmjzfXq1au5dOkSJiYmeHp6Mn/+fI0IVpWVlfj4+txRKLuZ0NBQ1v+8njMJZ7C1tcXfz5/BQwa3+e9Ih3ahVCqJjY3lyJEj+Pj4MH/+/DYLPFA/z/Xo0YOkpKTbZpoJgkBrEhFUKhUV5eUUFBZS+L8ffX19nJ2dEYlEpKen88YbrRds7O3tKS0t5caNG/dNN1ptE3i0fW0J3WB9yX0i8txMg+Bzs3mzTuz5C7XY87/W69q+YdDm7lugnabMIpGIuXPmsmbtGjZv3szs2bO7fdvTe4Wb2ylrkmvXrqFUKjV6TW0Pwt0hAIPmx9cwd4P2z9+tpbk27Hea62tqajh27BjTp0+nrq6OEydOkJKSgpWVFdXV1YjFYrXni6WlJZcuXSIqKgoPDw8GDxmMg4MDNjY2nZbtaGBgQHFJcRORZ/z48SQmJlJUXERPE82vTdrSwj01NZW1a9cC9e3pa2prADAxMcHe3h5HBwcGBAa2eD9b29t3KBPrienbty87d+4kLy8PiUTChQsXAOjh5KTOIrqaf5UZM2bcsTzpVmS1MgRR/UbxTjFOT0+P+fPnk5aWxqZNm7RS5GlAT08PY2NjPvjgA7y9vfH09CQvL4+MjAwWL17cqkybthAeHs7Sz5aiCFe0+vvQt29f3v/gfbKyssjIyODo0aPsjdzLuHHjmDhxokbHp6PriIyMJCsriwULFuDg4NCha1lbWyOVSpv9nUwmIy01lZkPP3zb84sKi9i0eRNXr17F0NAQOzs79U9tbS1nzpzh2rVrPPjgg236Tvz6668EDQy6LwQebWyT3l3WlqD968v7TuRpQJfd0zLdUezRNqEHtFfsEeuJeerJJ/nhxx85c+ZMi51BdHQNnRVsT5w4wYULF3jhhRc0el3Q/iCs7QG4M+junRTvRMPfXIPYA80LPgcPHsTPz0/9lHjw4MFqk1kTExNkMhk52TkkJiZSWlqqbmXdkMXSmdTU1FBdVX1bz53S0tJ2l0m1hTtl+VgbG+Pv709aWhqpaakAeHl5kZycrD7mTiJPS2zfvp1Tf5xSm19DfUfAd999t1F2QF1dHU5OTm2+fmpaKtbW1m3KVq2rq6Ourq7N9+pKkpOScHZ2ZtasWURFRZGQkIC9vT1/e+opjQs8gFp4q66uxszMrNXnGRgY4OPjQ11dHceOHaNfv37ExsZiaWmpLsfT0X24ePEiCWcSePmVlzWSkZWRkcGIESPU/62QK0hJTSErK4uLFy/i4eGBt7d3s+fm5+ezatUqwsLCCAoK6vDffU1NDUlJSZw+fRqpVMqiRYs6dL3ugE7gaTvdbW1534o8N6PL7rk9wbau3WazoI3lWw3Y6Qc1emqqDWKPnkTCwIEDOZt8lj7+fZq0sdTRdWg62F7JusKfSX9y7tw55HI5zz33XLvaSt8ObTZa7m5BuLNoTuwB7Z7D20JLpVy5ubmcPn2aV199VX28WCxusrFsELdVKhXLvljG6dOnu0Tk2bt3Lza2Nk02SvI6Ob/t+A0HB4dO7YR3O27N8imxENF/xjj6zxhHL7El0dHRGBkZ4efnh5GRUatajrdE7969SU1NxcvLiwsXLlBVVUVISEiT8g+RWMSBAwcIDQ3Fy8ur1ddPSEjA36/1ZvNJSUls2bKFGTNmtPqcrkalUvFnUhLh4eHY2Nh0etv6goICduzYwVN/e6pZgefGjRv897//pbysHAdHB5x7OOPo5AhAcXExV69eJT09nYcffpiBAweSnp7OTz/9hKmpqa77VjejTlaHQqlg165dTJgwARsbm45dr64OQRAoLi7m0qVLHDx4EFtbW3x8fJg5cybu7u5NzqmtrSU2NpZjx44xa9asRiWE0mopxSXFlJSUqIVyPz+/Ruenp6eTlppK3f/M3+vq6qitrSU3J4fe3t6MHTMWH1+fe96vUifwtJ3uuLa8L4yX24POrLkp3cmcWRtNmRvQJnPm6upqftn8CxmXM1AoFDg4OPDQgw/h7OKsteaT9xqaDrbHjx3n0OFDBAcH4+vrqxGj2JvR5kDcHYNwV9Kd5vC20jDnK1VK4rZsZ9ToUW3KUDx79iy7du3i//7v/zpriEB9KcCZM2d49plncXN3a/S7tWvXIggC4eHhnZKR0V7a062rtVy5coWMjAzc3NyaFXByc3NZvnw5Dg4OFBcX8+67795xPrt27RoHDxwkNS2Vt99+u9XZJytXrsTa2pqHGCQAJAAAIABJREFUWygRudtkZWXx39X/5YMPP+iS+yUnJ7NlyxY++uijZn+/dOlSTExMGDtmLJczL5OXm0d5RTlQ7z1la2NL8IjgRllrfyYmsmXrVj766COdJ2A342aRZfbs2e3qRtfAxo0bSU5OxtzcHAcHB0JDQ5sVdhqIj48nMjISHx8ftciUn5dH3MmTJCUlIZfL0dfXx9zcHEtLS+RyOc8++yxQL44ePHiQ+Ph4Ro8ejYGBARKJBD09PfT19enp2vO+edCpE3jaxt1cV+qMlzsJXXZPU7qTObO2lm9BU3NmuHtij7GxMX97+m9AfQ10amoqGzZuoLy8nOnTpzdKpdWheTQVbGtra4mJiSE7O5vi4mJ1q1BNowvE3Zt7uZQr0NSL1LRUojJOYNHbC7lj2/wirKysqK2t7aTR/UX8yXgWvbhI3WXqZoyNjdHT0+Nq/lXc3N20xiutrebNbcHNzQ03N7dmf6dUKtm4cSODBw/m9KnTTUSxW7ly5Qr79u0jKysLT09PXn/99TaVF2VmZjJy5Mg2jb+riYuLo6db565Fjx8/zs6dOxGLxaiUqhY7ZJmYmNDDyQn/Pv7492ld1pSPjy9KpVIn8HRDDAwMCAsLw8bGhqNHj3ZI5ImIiCAiIqJVxyYlJbF161bc3dwRBIF9+/ZRUFBAWVmZ2oC8R48ehIWFERUVBUB5eTlyuRyFQsGmTZuoqqrixRdfbNOccK+hE3jaRndfV+pEnjug8+5pSnfx69Hm8i3Qvk5c+vr6BAYGEhgYSF5eHmvWrCEmJoYnn3yy2Q2JDs3Q0WBbXFzMyhUrcXN3Y+DAgfj6+HbKEyldIL53uPlz6u5GzQqlkuSkJI4cOYJcLmfqtGn4+vggCMIdfXtuxtHRkbq6OnJzc2/rlaMJ9CR6t83SGTVqFPv27eOndT8RHh6Oj49Pp42jI7TFvLkjJCcnY2pqSlpqKsEjgm9r2Juenk5UVBQFBQX4+/vzr3f+1a45MDg4mG3btvH2229rrQCRnZ2NVCpVdx/rDAYOHEhkZCQzZ87E29u7RQPaUaNG8euvv/LQzJmtvn5paQn6En1NDFXHXaJ///7s3LmTkpKSTnmgBPUi7+XLl0lOTiYpKYl58+YRGRlJakoKD0yciK2NDfF//MHrr79OQUEBly9fxtzcHAsLC0xMTBCJRCxduhQ9PT28vLyYO3fuPV+G1RI6gaf1dCdz5ZYQL168+G6P4Y58881/FoeGPXS3h4GLuTku5ubkVVRyvaCc6wXlODpY3O1h3TVcjS3Iqa4gv6T+x9na/G4PqQlOBtY4GVhzVVZCXkUFLuba9+9lInbCROzEpRvnyJeW0cPY8m4PCXNzc0aNGoWlpSXr16/HuUePDtdf62iMJlpW1tTUsHXrVnr37s1DDz2Ek5OTRls930xeRYXWBWLQCTwdxdXYolvM5c1RVFzEt998Q0FhIePHj2f6jBnY29mpM2Bunf9bigEikYj8/KtkZmYREBDQaWM+deoUWVlZ+Pr6oq/feKNramrKgAEDsLW15ZdffiE7OxtLC0vMLcy1JqvnVhri161xrOGnvfFMpVLx888/k5ubi0xWx9N/f7rJBi07O5s1a9Zw4sQJXF1dWbRoEQMGDGj3HNirVy/OnD7D+fPnGBAYqJWfuUgk4kJ6OmPHjm3y96MJ5HI5K1eupLy8HDs7O/z9W87OsbOzIyYmBgMDA1xdWzcH6xsYcOLECSoqKrRWyNTRMiKRCKlUSkpKSiNfHE2yfft2YmJi6N27Nw8++CCurq4MGTyEqupq4uPjkSsUjB49Gj09Pdb9tA4rKyt27dqFhYUFERERBAUF0aNHD9zd3RkzZozWCrddgU7gaT03ryldje/unnHHuhVXFy9evKK95+s8eTqIzrunnu7g9aDNPj030+B/cLczexq4eOECW7dt46233qK2tpbq6mqqqqq4ceMGFRUV2Nvbd9iA836jowFXpVKRkJDAnt178PH1aXOL0LairUbLOoGnc+gO83lZeRn/+e4/jB03juDhw1t1TkMMgObjQGpqKps3beYfz/8DR0dHjY31Zmpra1mxfAWFRYUsWLDgtl2jEhIS2LlzJxbmFpSVl9GzZ0/KysqwsrLC1cWV3t69cXd375AQoVKpOHfuHBcvXuTatWuYmZmpWxC7ublhZWXV7mtDx7x8kpKS+O233zA0NKSoqIjPPvtMLfIUFRax6/ddZGRkENA/AGmNFJFIxNy5czs0XoCSkhK+//575HI5gYGBTJkyRav86T799FMGDBjQaW3Ily9fTm1tLRGzI7C1s23VOaf+OMWevXtYtGhRq7I6bty4QV5eHhs3buT999/v6JB13CVkMhnLvviCadOn06dPH41fPzs7m7Vr1/LGG280Wt8o5Ao++PADAgMDOZt8FkMjQ0JCQhg+fDilpaWYmZlp1Xf2bqOtAo9uTXlnOurJoxN5NMTNYg/cv4KPtm8O7rTI1xa0yZwZ4L333qO6uhqxSIxYT4xEIkEikVBaWgrA9OnT6devX4c3BfcDHQ241VXVrPt5HTU1NcycOZOePTt3rukOT1t0dA7aPJ8vX7GcXl69CA0NbfO5zcUBlUqFtFrKt999i7ubO4+FP6axsTbHt998i76+Pk88+USTblJQ770SExPDm2++SXlZOdk52VhZWVFaWkpOTg5paWlIq6X0D+hPUFBQq7MoGigvL2f79u0UFxczaNAgHB0dqaqqoqCggMLCQi5fvsyiRYs0lsHZVsFn/fr1pKWlIRKJUCqVCIJAQP8ABJFAQkICXl5ezJ49GxMTE9JS09i+fTv/evdfGhmrSqUiLS2NAwcOUFhYSERERKdsYtvDgQMHSE5O5pVXXtH4tbOzs/nxxx958403MbdofTafUqnk119/JSEhgYEDB7ZoXF1aWsqSJUsQi8UYGxvz3nvvaWLoOu4Sly9fZsP6Dbz40ouYm2s+A3Tnzp2cPXuW0aNHExISgiAI/Pnnn8THxzN//nyuXr1KUlISoaGhnZbF3J3RNoFHt55sGzqRRwvRZff8tTnQto1BA90tqwfurtgTExNDVlYWTz75ZKPX6+rqOHLkCElJSRQXF2NlZUVQUBB9+/bttCfh3ZmOBtzS0lKW/7icvv36Mnny5E5PP9YFZB2gfWKPTCZj8eLFvPfeex3KYFOqVPxyZi+5eXnU1NRQm3EZY2NjXnnllRZ9SDRBZWUlK1eupKysjNdee01tBqpSqdi5cyfx8fGEhoYyfvz4217j2rVrJCclc+z4MRYuXNjqOVcmk/Hvf/+boKAgwsLCmvWpOHHiBL/99huWlpYMGTIEa2trrKyscHd318i805Loo5AreOPNNzA0NKSmpoYnn3wSMzMzDh48SG1tLY8++ih2dnaoVCoyMzM5efIkqampGBkZYWtri7e3N8HBwRppQ3/ixAmioqL417/+pRWbyMrKSpZ8tISPP/lY4/N/ZmYma9eubVd2jUwmY+3atWRmZvLBBx/c9rNSqVS88847PProo9jb2982k01H9+HQoUMkJyezcOHCTskozszM5IcffmDJkiVIJBKWL1/OsGHDOrWs9l5AJ/C0Dm1eT+q6a2khzXXmgvtL8NF2c2Zt7r51M9rSiWvYsGEcPnyY4uLiRk92k5KSSD+fzoQJEzA0NOTq1askJiYSHR2Nvr4+AQEB9O/f/44bg+joaOLj4xu9ZmBgwOzZs+8ZsaijAbeuro61a9cyZOgQxo0bp8GRNY82B2RtDMb3Mtpm1HwmIYFevXq1e0NRWlpKTGwsGZcuUVlZyZSpU6hx1cd48mQE6HSBB8DMzIyXX36ZTz75hIsXLxIUFERpaSk7duwgKyuL119//Y6ZkY6Ojjg6OqJvoE9UVBRPPfVUq+59/PhxnJ2dWyz5CQ4OZvjw4WRlZZGWlsb58+fJzc3FyakHgYEDUCqVKJVKzM3NcXd3b9HQVKlUUllRSUVlBUqFEgdHB+wMb2/eXJVyBaj3HAMwMjLC3d2defPmkZubS/ThaK5kX6GsrAyRSISXlxcREREIgkDm5UySkpI4ePAgXl5ezJo1CwuL9vsqBAcHk5SUxIYNG1r9+XYmZmZmSCR6pKen4+fn16FryeVyduzYQd7/RE65XI5FO3wLq6urWbZsGfr6+rz22mstimGCIODp6cmlS5d0m/R7hNDQUMrKyti0aVOnfEdkMhnu7u5IJBKKi4vJz8+nb5++Gr/PvYRO4Lkz94q5ckvoRJ5OpFFnrvu0FXuwravWtuttmGwaOrB0J7Gnq4UeAwMDQkJCiNwbyZy5c9Svx8fH4+7uxokTJ6iurkahUDBt2jR8fHxITk4mLi6OxMRE5HI5bm5uiEQiGrIHb84izMvLw8XFhcGD/hKsz50/z7fffsusWbMIDAzsujfbiXQk4EZHR2NjY8PYsWM1OKKW0aaADDqBRxu4223YVSoVR2NjmdmGbj63cj49nTNnTjMieATjxo1rZGDb1R0ZnZycuHTpEhYWFqxatYqePXvy2muvtUloGjFiBEePHmXjxo24ubnh4eGBk5PTbf16zM3NUSqVd7yuIAh4eHioPddiY2M5ePAgSqUCQRAQiUSUlJRQUFCAp6cnfn5++Pn5qcUplUrF5cuX+eWXX5DXyTEzN0MQBHUXrL59+2JjY4OLy18mx9evXyc6azfWA72pra1FIpHg5eWlHtPq1atRqVQ88MAD9OrVCzs7u0Zj9vf3ZwpTuHr1KgcOHODTTz/FxcWF8PDwdpeeOTo4UPK/0mRtYNDgwaxbtw6xWMzTTz+Np6dnm84/cOAAKSkpVFVVIRaLGT5sOKZmptyovMGIkBFtHk9JSQl1dXW88847rTp+8ODBbN68GYlEwrRp07TS4FpH2xg3bhzff/99p1w7Ly8PiURCQUEBW7duZciQIYj17t8uWXdCJ/DcGW3O3tEkOpGni7ifs3tu3RRok9AD3SerB/6atE8Xd70585gxY1i6dCmXL19WLyodHR0xMTXlueeeA+DcuXOsWbOGzz77jICAAPWTuuzsbJKTk1GpVAiCgIAAAurFnaurKyNGjGhU0z0gMJD4+Hh++/U3Tp8+zeOPP46xsXGXvV9NoolOWhkZGYwdO7ZLFsQNQVmb0Ak82sXdyu6RSqWUlJY02vi3BZlMRn5eHrY2ts1msjQsRLtK7OnXrx9RUVEMGTwEfX19FixY0OZrSCQSXnjhBdLT08nOziY2NhZ5nRw/fz/8/f3p3bt3o+wKt55ubN++XT0ftwaVSkVkZCSPPfYYAwYMaPS76qpqLly8wLlz54iKisLSwhIfXx8uXLiAVCplxvQZ9On7l6eNXC5n6dKl5OTkoKenR1VVFba2thgYGJCZmYmenh4vvLCA6OhoMM3hTMkV9bnz5s3jhx9+QCqVNhF4bsbJyYknnniCkpISDuzfz7JlywgLC2PMmDGt/FT/IuvKFcrLy1EqlVrRoWfGjBlMnz6dVatW8eeff7ZJ5NmzZw9xcXE88MADiMVifH19O9wCuyHjqrX0798fC3MLNmzcwNmzZwkPD2/391nH3adBzO2s9uQjRozgypUrfPnll0ycOJFRo0Z1yn26OzdnQ+oEnttzvwg8oBN5upz7ObtHm0u4upPQA/UTeFeXcEkkEqZOncrOnTt56aWXEASBXr16kZSUpD7G19cX/f8ZMt9catCzZ892GQQPHTqUwMBAlv/4I59//nmXeGVokpqaGs7euNpoI9WwIG6rX0RhYWGLmxpNoa1B+X4IyN2VrszuMTY2xtjYmJKSkjZlZmRdySL6cDTp6emYmJowbeq0Fo/vKrEnoH8AW7dsJetKVoc2SZaWlgwdOpShQ4eiUqkoKiwi7VwaR44cYcuWLYSEhBAcHMyNGzf46aefGDlyZJsEY0EQcHBw4OrVq01EHmMTYwYMGMCAAfVlXFlZWZw/f55Jkybh4+PT5D56eno8/fTTGBkaYWFpQWlpKWVlZUilUh577DE+//xzbty4QUFBAR4mvo02LFdJYMzfZnE8Lo6iP1Q8OqRl421ra2seCw8nMCiI9evXk3I2hWfnP9um9uOzZ89m2bJlSKVSTExMWn1eZyKXy6msqMT8f15OrUEmkxEbG8uiRYtwdna+8wmtoKiwiHXr1hEU1LZNpZu7G2+8/gaHDh9i9erVWFtbM3PmTDw9PcnPz8fBwaHTRAMdmmXNmjWUlZYxY8aMTrm+gYEBTz31FHV1dW363t5PaFv2DmjfWvJ+Enca0Ik8d5HmsnvuF7FHG7N6ulP5Ftwdv56AgACOHj3K6dOnGTx4MNbW1hQVFql/LwgCw4YNJzY2VmMBX19fnxcWLeK7b79j27ZtWuGL0BIxMTGcPHmSkpISTPu5o1QqyUsTIZEcbPQ02NfXlwkTJuDg4ACAQqEgLy8PZ2fnZhe3Ls4u5ObmaqzbTXPogrKOjtBVYo+ri2ubvgsFhQWsWL4CP38//vnPf6q/c63h5u9CQ2wAzcUHPYkeBoYG7N69m8mTJ2vkmoIgYGdvx2j70YwePZrr169zJPoIn3z8CSKxiAlhE9pcllNTU8P169d59JFHWzxOJBLh6el5x+ySm73WrKysGj0U8HD3IC4ujoKCAqZPn97oPDv9IG5UZZIWt59evZSNnl63FP+8vb1544032LhxIx999BERERH4+vq2OEaA3NxcRCIRjo6OrFq1Ch8fH7KzswkLCwNAXldHb2/vO15Hk9TV1bH8x+XIFXJmPfJIq8+rrKxELBZrTOApKSnh2+++pW+fvjz44INtPl+sJ2bChAmMDBnJkZgjrFq1ColEQm1NLWK9+nE+/PDDbfq+6uh6evTogZGRET4+Pp12D0EQdAJPM2ijuAO6taS2oBN5tID7UezRVqEHumdWD3Sd2DNjxgzWrFlDv379cHJyQqFUcPzYMUaEhAAwctRIvvjiC4YPH469vb3G7vu3p//GkiVLuHr1apOOHMnJydy4cQOVUkmfvn2xtLTU2H2LCovIv5rPjRs3cHFxwdXVFUEQqKysxNDQsInJZHp6Ov3798dmoA8isQhrcQBlo8qQyWRYWlhiaFTfMSY+Pp4ffviBiIgI8vPzOXbsGCKRCIVCwbPPPttkYdvbuzdpaWmdZlapC8o6NEVnlnKpVKp6f4bCwtseo1AoKC4uVrfXTTuXxoABAwh/LLxD9+6s7B5fX1+qqqo6zVDdwcGBx8IfY3LlZCQSSbu6TuXn56Onp0cP5x4aG1dOTg7Xr19n0KDGzUMmT5nMl8u+RN9Av1Fr+K1bt5Kamoq0WkrYhDCC+zTuPNZQxtzArXHQxMSEZ555hri4ONatW0e/fv0IDw+/bUZTQkICW7durZ+X5QrkCjkV5RWMDxvPpk2bMDIyorS0lFdefhkLDcacO/H5559TI63htddfa1W2i0ql4lzaOaKPRGtsoyyXy/n+++/x9vbm0cdaFv7uhJGxEdbW1giCQN++fZk2bRqlpaUcP36cr7/+moEDBzJz5kydd4+WMnLkSNatW8fnn3/OvHnzOvVBlI56tLE0q4H43BytW0fC/bmW1LVQ10Lutxbs2tpuvbu0Wb+Vrmi7vnXrVoqLi5k8eTKmpqZ8//33jB49mpEjRwJw8uRJ4uLiWPTCIo0a5K1evZqysjIef/xx9ZPgmJgYDh44gLWNDXK5nJKSEkaOHMnEiRPb7Z8gl8uJiooiKSkJlUqFi4sLpqamZGZmUlVVhUwmQyKRqDuANRiTyuvqiIqKosi8frF6p+CbkpLCzp07cXd3Z/To0bi4uHDmzBn27t3LP/7xj0ZeCTdu3OCzTz/j/975P420Br4VbQzM92NQvlfRRBt2lUrFvn37SElN4bn5zzUq3VQqlZxNSeHQwYNcu3YNfX19jIyMcHNzY1zoOHo4aU6caKAhRkDH4kRpaSmfffoZ7773rtb6jimVSt59913mzJnTqgyY1rBnzx6io6N577331C3kG3jrrbewtbEl4vEIHB0dOXToEIcPH+bpp5/GxcXljnNgSy3aAQoKCli7di1yuZxnnnmmSSlsSUkJX3zxBY899hj9+/fnp59+wtnZmZCQkEb3joqKoqysjPDwjgmIbWHp0qUUFBQgFouxsLDAy8sLB3sH8vLzKCoqwszUlIrKSsrLyzEwMKCqqgpBEBgwYABDhgzBxaXja62oqCgSExN56623OnwthULBu+++q/6sbyY3N5cNGzYgq5Xh38efsWPHdthDqC00dJHT06t/Jp6cnMy5tDQe68J/7+7Cf/7zH8aNG9fhrm86bo+2izuge1CoSTraQl0n8mgxDWKPTui5u3R3saczhB65XM4ff/zB4cOHGTp0KIMGDWLF8hUMHDSQ8ePrn66uXLmSgIAAhgwZorH7KhQKNm3aRGpqKk5OTvj5+REdHc2zzz6Lu7s7UG/yvGbNGgYOHMjUqVPbfI+KigrWrl2LpaUlDzzwQJOMmrKyMgwNDTE0NCQtLY2tW7fSo0cPtWmo0q1+Afq3me+2+8nj8ePHiY2N5aWXXsLIyEj9+rp1P+Pm1pPRo0e367q3Q5uC870QmHW0THsEH2mNlKioKDIyMhoJPDKZjFOnTnHw0EGUShWDBw9ifOj4ThFCb4cmxJ4PP/iQ8Nnh9O7dW1PD0jjbt2+npKSEZ555RiPXKy8r58OPPmT48OE8/PDD6teLi4v54osv0NfXRyaToVAoMDQ05Iknnmi3QW9zoo9CrmDP3j2cPHkSQ0NDRCIRYrEYsVhcnxmqUtGnTx919zK3nj3VGasN1NbW8umnn/LMvHn00FAZ1J2Qy+V8+umneHl54ePjQ9KfSZRXlOPk6Ii9gwOlpaVUVVUxYsQIysvLsbW1xcXFRWOZMIWFhSxbtoyFCxc2yrRqL/v27ePs2bO8+uqrzf5eqVRy6tQpkpKSyM3N5Z133umS0p1Dhw4RcyQGmUyGhaUFenp6lJWVoaenR2BgYLtK1O5lFi9ezMv/fBlzC/M7H6yjTWizuAPatYaEe2cd2VGRR1eupcWoy7jugxIuXfmW5unMTlx6enoEBwfTr18/Vq5YSXV1NQv/sZCvv/4aI0NDRoSEEBQURHR0NH369NGYWaVYLGbOnDnU1NRw6OAhEhMTmTJ5slrggXqT5+eee46vv/4aHx+fVm+aFAoFSUlJ7Nmzh+DgYEJDmzf0vLkUzN/fn1dffZXs7GxkMhkTJkzgsqocKyGgQwvqESNGkJuTS0xMLBMnPqB+/YEHJvD9998zYMAALCws2n39m9Gm4HyvBGYdLdNW756Lly6yYf0GfH19WfDcAvV8olQq+fjjj5FIJISNDyM4OLjzB98MmvDtEUQCdXV1Gh2XpjEzNeP69esau56FpQU9evQgLi6OCRMmqLN5EhMTMTY2Zu7cubi5uSGtliLWE3doY3/zxujm0uYeI/rzyogRVFZWIpPJ1D+1tbWUl5eTn5/P6tWrmTx5MkePHm0i8hgYGDBhwgR27NzJggULuqSkSE9Pj/nz5/Pll1/i5+fHU397qstKmSorK1mxYgV9+/bViMADcObMGRwdHZs0bGhAJBKpTcVXrVrFkiVLsLe3Z/jw4W02fG4N586dY9u2bQiCwKOPPYqHhwfp6ekUFRUREhJCXm4uq1avZsqUKU3Kte9Xrl+/jkQi0Qk8nYC2+u40oFtDai/ixYsX3+0x3JFvvvnP4tCwh+72MO4aLubm5FVUcr2gnOsF5Tg6aGZzp224GluQU11Bfkn9j7O19gQLJwNrrspKyKuowMW8e33+JmInqhVXyZeWkS8to4ex5rwDDAwMCAwKZOfOnfj4+DBkyBBW//e/2NvZERQURFlZGfv27aNv374YGBho7L56enp4e3szYsSIZrt2mZqaolQqiYqKImRESItlW0qlkujoaDZu2EhZWX2HiFs9IlpCX18fOzs7HB0dOV9bhKPRECT6HV/4mZqYcjj6MCNG/GWQampqilQq5eLFixpJidYFZx13E1djiybz/q1z/6nTp9i2dRtz585l1KhRjTb6CqWCvZGRfPThhxrbcHYUJwPrRvGiNTFDpVIRFRXFlClTNDpPapqMjAxKSksYPHiwxq5pb2/P6dOnKSsro3///giCwO7duyktLWXKlCno6ekhkUg02mnJROzU6CdPcYVqA6g1FiM302eglx+urq706tWLAQMGkJyczOnTp7lx4wY9e/bE1ta20fVcXFw4deoUUqm00QOHzsTExAQjIyN2797NiRMnMDU1beJVp2kqKyv55ptvsLe312gDBDs7O1JTU9m/fz8ZlzJwcHC47UOMgIAA3NzcUKlUHDx4kPiTJ7G0ssLOzu6OQpdSqSQ1NRWFQtGkPLCBPXv2sHv3bsLCwnj88cdxcHBAX18fJycnvLy8kEgk7Nq1i+KiYrKzszl//jwJCQmUlJSoy7bvN+RyOUePHsXW1lZjpZw66sWdfGkZdvpBmIg797vdXnRryM5lx7oVVxcvXryivefrMnm6CbeaM9+rWT23PuHVpqye7tZ962Y6y5xZqVRSW1uLTCbD2NgYGxsbZs6cydFjxxgQGMjkyfVGn9999x0TJkzAw8Ojy+rpw8LCOHXqFL/t+I1Zs2Y1e0xtbS0///wzSqWSec/M69Ai+eZ0Wk2QmZXZbGmCs7MziYmJHb6+Ljjr0BZu/nc/ei2TNb9FUlJaQnlWOoaGhixYuBDHZjrsCIIItLTkvC0mzdevX0cQBMzNtefBRlfh5eWFv78/SUlJmJqaMmDAAEpKSlAoFPz888+Eh4ffdkOuKW6X5QP1cfLFF18EIC4ujhPHTzTpIiQIAhEREXz11Ve4u7vj5ubWqeNtIDg4mOHD67tZbt68mb59+2q0jOn8+fNcuHBBLShFR0djb2+vsXK9Bnx9ffH19UVaLeW3Hb/xww8/4OHhwaRJk5r4B4nFYry8vPDy8iI0NJTY2Fi2bt3Khg0bMDGW6yRxAAAgAElEQVQxwcLcHFNTM8wtzBEJApcyMjAxMWHq1Kn897//RRAEZDIZ+vr6WFpa4uXpyYiQEHJycjh27BjXr19n4cKFLfoWTZo0CT8/PwoLC4mLi8PHx4eDBw/i6+tLjx6a9/7SZlJSUti4cSNWVlbMmTPnbg/nnkDbS7Ma0JY15P1urtwSOpGnm3G/lHDpyrc6B02KPdJqKf96918ATJs2Td1RYejQoRw4cIDTp08zaNAgwsLCsLO1JSUlld9//51333233YbIbWXBggV8/fXXKBXKZjuA7Nq1C2NjY8LDwzs0ps5Ip62srGy2zM3Dw4Nt27ZRW1vb4af+dzs4g07g0fEXN25UErduC+7u7rgE9cd46DD0DfSbFXgAzpw5rdEMj86gNWKPnZ0ddXV1yOvk6Enuv2XZI488wkcffURiYiKnTp1i5syZ2NrakpSUxKZNm3jmmWe6rBypJcFH5GXPlX37iImJYfjw4Y0EFSsrK2bNmsXatWsxMjLC38+PMWPHNjIH7wwEQWD06NFERUWpxQtNcObMGbZv3467u7u6hM3Dw4OIiAiNXL85jIyNiIiIQFotZcvWLfzwww/Y2toybtw4+vXr1yRGSyQSQkNDCQ0NpbKyktzcXK5evUpFRQWlJaWkpqUSEhJCQkICK1esYHhwMJMnT0alUpGWlkZhYSHxJ+OJiY3F0MCA3t7ezJ07946ioqOjI46OjqxZswY9PT1mzJjB0aNHWb58OQ89+CADAgM77TPSJqqqqti+fTvzn52Pm3vXCJv3Mt1F3AHtE3h068fm0ZVrdVPuhxIuXflW59GQpt6RMi6JRIJCoaC8vJxp06apjU5FIhH+/v5s2LAB7969MTM3x9HJif4B/UlJScHMzKxJJ5POwsjIiKCgILb/uh0/P79GizepVMrWrVt59tlnO7Qw7qx6aQsLC3bs2MGQIUMa1f0bGBiQk5ODTCZrd4mKtnTS0gXotpN0Nls97zf3051jwbZt2+jRw5mZMx+mt7UD7ubWuBpbEJ+b2yQO5ObmsnfvXsorKigrK8Xfv49Wt1huKONyMrDmdFFWo1KuK1eukJycTOj4UK1+D51RrgX1c5ogCOjp6fHoo4/i5+eHpaUl3t7exMfHU1FRgaenp0bv2RpuLeuSqq7j5O9F2tUskq5cYFAv/0bHOzg4MHr0aNzd3cnLz2fnzp307NmzWZ+ZBmpra8nLy8PExKRDgmVMTAxX86/i7u7eyKy/PZw4cYJdu3Yxd+5cJk6cyJAhQxg+fDj9+vXr0HVbi0QiYcCAAYwePZqy0jKij0Rz4MABEhISSE1NJeNSBrI6WaPMWwMDA+zs7PDw8MDX1xcvTy9OxJ3gqaeeIjo6moCAAB56qH4fIQgC9vb2uLu7ExISQklJCVVVVTz//PN3fHCiVCrZuXMnhw8fJj8/n9DQUHx8fPD29kalUrH/wAHGjBnTmR+P1rB582a8vLw02lzjfqShLAvQ6tKsBnQCT9ehK9e6j7m1hAvuvcweXflW53JrZk9bs3omTZqEgYEBy75YhoenB2PGjMHNzQ17e3seeughVqxcSUREBN7e3gCMGzuOLVu2MGfOHHr16poAYW5ujqODA8nJyY1SqWtrazE0NOzQgrgzDfEcHR3p378/kZGRjTrPAAQPD+b33b8zfPhwVCoVZ8+e5drVayDA0dij9HB25sknnsDYpGk75oYAfbe5HwJ0W2mYx1uiYd6/HfE3XaM7xYMLFy6QmZnJa6+93uj11NQUju/dS420BoVXD44eNUZeV0dJZhpyuQKAK1lX+PDDD3j88Tn0amf3pa7k1uyezLwcLC0ttVrg6WxCQkL4+OOPG3VEFIlEzJkzh6+++goPD492d9bSFHb6QdjZgMuQ4eyI/pbl+7bTp28f9QOOQTbuCIKAi4sLLi4u+Pj4sG7dOkaMGMHgwYPVPjNKpZLExER1eZCNjQ3lZeXMmTtHHSvbygsvvMCqVas4efIkkyZNavd7PHv2LDt27ODvf/97k7K0rkZPT48pU6cwZeoUcnJyyMvLo7i4mNLSUn7dvp2cnBwmTJjQbCc9cwtzBEGgsrISU1NTtZmytbU16enpiAQRpmamiMVirl27dsdufCqVisOHDxMbG4uZmRn+/v7U1taqHxAJgoCfnx8xMTGd8lloG2fPnuXatWudmtl1P6Dtpsq3og0Cj27t2Hp0Is89wP3g16Mr3+pcOtKJa9y4cYSEhHDw4EH+85//4OrqymOPPUZAQABmZmasW7eO+fPn4+TkhH8ff+YazmX9+vX06tWLSZMmdYlHz7jQUDZu3MjIkSMblUCpNODn0ZnBedLESSz9fCmDBw9uZDDt7OJMaWkpUC9WrVu3Dj09PeRyOQAZGZd49713WbJkSaMnk9oQoOH+DdKaEHFae373Ef9VpKSk8ttvvzLr4VlNsup27NhBv3796OPfB5FYxOXLl8k3ERESEoIgCOz46UdeefVVYmKOsHrVKnp792bu3LlI9LS/603D97DItIgblhbdOoZ0FENDQ4KDg4mOjm7koWZhYUF4eDgbN2zk1dde7XCWiibQ19fnoXGL2L9/P5t+PMbrr7/erJePr68vL734Inv27mXZsmWYmpri6elJeno6VlZWTJw4EQ8PD6qqqsjIyODYsWNtFnlkMhmHDh0i6c8/qaiowNi4qbDfFho8hTZt2sQ//vGPLsu6vROurq6NMleLi4v54YcfOH78OCKRCFtbW9zd3enp2hMraysUCgWCIHDlyhUWvbCI3LxcYmJiyMnJwdvbG5FIREVFBQqFQi3ItcTSpUuRy+XMmjVLndE0efLkRseIRCJUSu30CNMktbW17Ny5k4iICPT0dNvI9qATd9rH/bp2bC+d9u0UBMEVWAc4AkpghUql+loQhMXAM0Dh/w59W6VS7e2scdxP3Ot+PTqhp/Ox0w9ql1+Pvr4+kydP5oEJD3D6zGl+/PFHgocPZ3xYGMOGDePUqVNMnz4dqDfafPPNN1m1ahXp6ekMHz68k97NX/Tp04eePXuyZMkSAgMDGTp0KD2cnKiqqmq3j8Hp4qxOD9BGxkZMnTqVbdu28dJLL6k9CW5+gmhoaMjIkSMB1OnqkZGRpKWlIZPJ1CKPLkh3HbcTczoq4LSF7iL2bNiwgWvXrvHoo4812mipVCoiI/dSVVXFpEmTkEjq/949PP4q26mRStnv5EHC5XzGjR1H/3792bRpEx9+8CEPz5pFQP/+Xf5+2opcISfu533qrjTdPYZ0hJEjR/Lpp58SGhraqMTJx8cHH18fjhw50qEsFU0ikUgICwsjJiYGlUqFqNKNrKwsgoKCKKpLbCT4eD8QzOzZs8nLyyMjI4NBAwepPUzWrFlDamoqH374ITt27KC6urrVQs2fiYn8smULjo6OjB03jv79+3dYBDMzM2PhwoX8+OOPHD9+nAcffLBD1+ssbGxseOedd1CpVBQVFXH+/HkyMjKIPhKNTCZDEARsbW35/fff2bVrFyNHjuThhx/G2tq6XcJEZWUlL730UpPOajdTW1uLSNw1foN3k3379uHd2/uulFB2d7qT704D2rJ2bOBeXjtqms6UYOXAKyqVKkEQBDPgjCAIB/73uy9VKtW/O/He9zVDXZy1fmHfXtTlW5dytFroge5ZvgUdK+ES64kZOnQofn5+rF27FksrK4KCgvjxxx+ZOnWqWqQwMDCgqqoKZ+eu2/TOnz+fnJwc9uzZw6qVq4D6jeTRo0cJDQ1t07W6QuBpICgoiD/+OMXWrVuZMWMGhoaGlJeVN/IXmjFjRqNzGn7X8L+6IN013CzudKWg0xI3iz3aRnr6eXJycnjt1dcQ37LxOnz4EIcPHwbgX+/8C0EQEEQCIpEIkSBCEAkIggh5jRSm1J9ja2vL888/zx9//MGWX37h2NGjPP3001qR/XE76mR1yGpleLh73DMPC9qLiYkJo0ePZuvWrU3MlsPCwvjyyy/p169fi52PupLi4mIsLCyQyWR89913GBsbczX/KlOnTW10XKEsgTMlV8AITPq6UYiKnioVv/76K6mpqUC9f5y3tzeRkZFqTyIbG5sWPWKOxMQwduxYJkyYoNH3JQgC7u7uZGZmavS6nYEgCNjZ2WFnZ6d+2NFAZGQkyUnJPBb+GFu3buXYsWO4ubnx7LPPtukeeXl5KBSKOz4MSklJaeSfdy+Sl5dHQkICr7322t0eSreju2XvgHatHU9dyr1n146dRaeJPCqV6ipw9X//v1IQhHOAdqx67wO6y1Pc9hJs68qJS/WTjzaJPbd6LXTnhfrNWT1t9eoxNzcnODiY8+fOM2TIEHr06MHhw4cZP368+piAgADWr1/P2LFjGTx4cJek/bq6uvLcc88B9e1hV61ahbu7e5uu0ZUCD9QvYp988gm2bdvGnj3/z955h0V5pm/7nEKHoTdBqiigKEVFRLFrrKgxpqhJTNZuypq22ex+m7rZzf6SGNNtib3GGpUYW7DSVERBsNGkS6/DlO8PAor0YYBB5zwOjpCZtzyD8D7vez3Xfd2HePLJJ4m9EtuovVypVCIQCJg1axZTp04FNG+SftTQRGGnKTStnPfChQuMHTO2gcADEB0VDcA//vEPxGIdZLJqZDJZ3Vd1tQy5TIahkSHJKOr2EwgEdULzrl27+OSTT5g4cSLBwcGd9rnagoFBTUehzZs306NHD/wda4Sex5XRo0dz9epVYmJiGDhwYN3rtd2rVq9ezVtvvdXhbdVbg62tLSKRiB07duDq6sqIESPYt29fg+0eni9yKqNZd2I/ZTqVeIwLolbLmjBhAmfOnOH8+fMUFBSQn5+Pubk5Tk5OODg4YGtri62NLRJTCQqFgtzcXHx9fYGaa79UKkWpVKJQKFAoFMhlMopLSiguLqa4uJiioiKUSiVjx45tUYzw8fHhzJkzHDp0iMmTJ6vnB9bJ9OzZk9OnT3P27FnefPNNEhMT2bFjR5vcu0qlkp9//pmQkBAkksabfyiVSnbv3k3clTgWLmqbgNSdqKysZNOmTUwPDa1X9q5QKCgoKKjrsKqlId1R4KlFE+4dtahGpxRTCgQCF8APiACCgeUCgeB5IJoat09BZ4zjceRRFnu05VsdT3uyegwNDKmurgbgqVmz+OLLL/H19a2zO0+YMAFPT09OHD/ByZMnefXVVzu83eyDSKVSXFxc2hTm2dkCTy2GhoZMnTqVLz7/goyMDHJyclixYkW9baqqqvj444+xs7Nj6dKl6Ovra5TAU8ujsBLzcDmWpos7cN/hqUmUlZVhatawG1hBQQGFhTXdRsRinRavC8l5DcPEs7Kz8Pf3RyQWs2fvXv744w+WLl2KmVnbugh2Bn379qVnz55cjr2sMS6VrkIoFDJj+gw2bNxAv3796gXi9u/fnzt37nDq1Kk6EbsrEQqFLFq0iP/7v//D3z8AqVSKUNB8uU5lZSV7N8QgFouZOPFJzpw5g55NTs1DoBicRwbgTM1cq1AoyMrMJCU1lYyMDOLi4sjOzkYmk2FibIJUKmXr1q2UFJdQUlqCWCyu53QTi8SYSEwwlZgiMZUgkUjIyMhg/br1vPTyS80KPY6OjixdupRvvvmGfv364ezc/Vpke3t7ExgYyJkzZwgKCsLFxQW5XM4//vEP9PT0MDAwQKFQIBAI8OjlwfCQ4fU6dgGEh4ejVCoZP65pt9TWrVu5fes2b7z5Rl249qOGUqlk+/bteHp61msRL5PJ2LRxE4mJiYwcNZInnniiC0epmXRXgUdTurBqUZ0OF3kEAoEx8AvwulKpLBYIBN8DHwHKP//7OfBSI/stBBYCWFnZdfQwH3keVbFH04Ue6N7dt2pRxdUjk8soKCjg3r17WFpaMnz4cE6ePMlTTz1Vt42zszPzX5rP0d9+Y9OmTSxatKiupKujiYuLa1Prz64SeGoxNzfnH//8B6mpqdjZ2TVYyb527RrOzs4UFRVx48aNugBPTZmkHwUXT3dy7TRGoKMDERri5rmXl0d2dnaDh0e5XMbPP/2ER28PkpKSkMtlLR6r1tn54Bywft16JBIJIrEYWxsbZDIZ//3sM0aOHMGE8RPU/nnaSy+PXkRGRjF69GhKy0q7ejhdirOLMz79fNi6ZSvzX5pfr2zL3s6eK3FXunB09TE3N2fQoEFER0eTmppCv379mty2tLSUH3/4ETc3N0Knh/LVV19RVlZG+eVyhvk41zkh6oU464NOb3uefCC7rqK8grsZd8nJyaFnz55IJBJMTExaNXcqlUp27tjB2rVrW5xvHRwc6NWrF9HR0d1S5Nm3bx9Xrlxh/ovz6/JjPvzwQxQKBWlpaRQWFiIWi6mqqmL37t3Y2Ng0EHlSUlLo3bs3InHT7e0TEhJYsmTJIyvwAJw8eZLSklLmzZtX95pUKuWn9T9hZGTEkiVL2Lhxo1bkeQitwKMeHoX7x66gQ0UegUCgQ43As0WpVO4BUCqV2Q+8vwb4tbF9lUrlamA1gL2dm/LK+Zv0D9KcX7juyqPYiUuThR54tFw9bQll9vbyIjs7m1WrVhE8dChOzs5ERUVx+vRpgoKC6pVnjRs/nowNG/jxxx+ZO3dup1jxb9+63aobEk2apPX09PDw8Gj0PZFIREZGBv369ePcuXMUGBpo1CQN3dPF0x1dOy3R1df+69cT2LFjB6NGjUJX937mSE5ONj/+8CPm5ubMnv00n3zyMXK5XKVzGBoZMn36dLy9veteu3HzBlu3buXSxUvMnz8fW1vbdn8WdTF27DgiI6N4//33MfF3JCHhOvNGjm7U6fQ4MC10Gj/++CNhYWH1wpZ9/Xz57ehvREVF4efnpxHdfaZMnoJYLOZq3FWSk5OpKK+gvKKciooKxGIxOjo6KBQKfv75Zwb0H8C48eMQCASUl5czbdo0CgoK2LFjBwsXLESsI24w1zzcuQtgYK9e9OrV9uu7QCBg9tNP883XXxMfH18nSiUlJXHixIkGHSfv3btHSUlJm8+jCVy5cgWRUES1rLre60KhEGdn5zrhKjIyErFIzNDgofW2k8vl3Lxxk2eeeabJcygUCqqqqrCzezQXoysrKzmw/wA3b91k2bJliET3xa79+/djIjHh2Wef5fTp0/TxbL5D2eOEJt03thVNE3hq6Y73j11NR3bXEgDrgASlUvnFA6/b/5nXAzADuNrSsQz1aiylV87XOCK0Yk/7edQ6cXUnoQe6r6vn4VDmljD392C8d08ux8ZyOe4udkH9iC1KJ/74fgIG+gP3V2j7ThlBUlIS3x7azjNDxrU5K6ctyKqrKSsva7GGvDtN1AMGDKCsrIywsDCMPXvj1dUDeoDuuArT3V07TdHVZVtpaals27aNF1+cj6ura93rkZER7N+/n6CgICZNmoRQKEIgEKgs8piZmpGVlVVP5PHo5cG7f3uXw0eOsHLlSgYOGsiMGTMRPuAU6SqEAgGvvLKckuISTM3M+PnsHj7732esWLHiscy6EIlEPP/886xcuRJnZ+e6f0ddXV3mzp1LWNhvhB0J44UXX8DJqWvvX8Q6YqZMmcKAAQP44Ycf+ODDDzAyNMLYxBiZTIZUKkUqlTJ8+PC6XLqoqCgKCgpITk5mypQppKWm8fkXnzNu3DgcHR2xsrKqc9m0SvRpQym1QCAgeNgwjh07hkQioby8nI0bNxIQEFC3wFIr9ri5ubW5rbum8N5777FlyxbCw8MZMGBAg/erq6v5+OOPqays5Omnn67L6fnPp59SLZOhq6OLhaUF3n29G+xbS0lJCQKBgM8//5zy8nIkJhJWvLGiye27E4mJiezatQsvLy/eeOONeiHgaWlpJCQk8PbbbyMQCLh48WKDlvKPK93pvvFhNFXg0aIaHbkEEgzMA+IEAsHlP1/7O/CsQCDwpaZcKxlY1JqD+XvcV8kvnr8fSqgVfNrHoyT2dAehBx6dUOZWowsOw4I4ffo0pw6d4vnnn+fQoUNQnMcTT9Qvm7DxCSBBnMCWc/sIqApotl1pe6iqqkIyoPn2n91xoh48eDBhV69gYmyicRN1d1iFeVSFncboCjdPdXU1P//8M7Nnz64n8CTEx7Nv3z7mzJlD3773y10EAiEyWcvlWtCwZMvcwpyc3JwG2+nq6jI9NBR/f3+2bNnMJ598zPPPP4+zU9eXo5hKTDGV1Dh3gocOJb6snLVr1/L88883KCN5GLlcTlVVVavbb3cHjI2NkUqlDTpMubq6smTJYuLj41m3bh2LFy9u8efTGTg4OCASiZg2bRqBgYHNbnvh/AWGDx/O1KlTEQgEzJ03l7i4OGJiYggLC6OyshIvLy+mTZtWL+QW1CP6+Pr6kp+fz/bt27l37x7Dhw1jigbkHKkTHR0dioqKGm1SALBjxw5sbW3p1asX8fHx+Pr6IhQKKa+oYOzYseTk5DD0gTK5xjAyNGT8+PGYm5sjkUhYt24dMplMIxxmqlJWVsahQ4e4ceMGT8+ejUcjIt/evXuZPHky+vr6ZGVlUVJS0qTL+HGiO9431lK7CK1pdMdFQk2hI7trneHBZfr7HG7vsWsFn4s3srTuHjXxqLRd13ShBx6d8q22IBAICAkJwdTUlM2bN7N8+XI+/vhjgoYMaVCO4OXlhY6ODpt+3NRhN+95RXmkxf1B9PjkZrfrqolaqVRSUV5Bbl4uaWlpyOVyjI2N0dHRQSQUYWdv1+jqfkxWJhMnTmKgRHNutjR9gn4Uy7FaoqvcPBEREfR07FlPyAGIiIzA19eXvn37cfVqHPv376esrAyZTI6+vmrtzy0trUhJTm7yfaeePXnrrbc4fvw433//PX379uW55+Yg6qRMsJbIyMwkPS0dmVzGqlWr0NHRwdrKmr79+hIcHFwnfCiVSn777TfOnjlLdXU1Do4OzJo1SyNED3WgVCqbLIXx9vZm7NixhIWFMX/+/E4eWUOEQiGBgYFcuHChWZEnPz+fzKxMJk6aWC9vyMfHBx8fHwAKCws5duwYmzdtZsHCBc1m56gi+giFQsaOHcvYsWO5fOkS+/bvx9jYhBEjR9QbU3fH1dWVxMTERkuza7tCnTx5EqFQyK2bN/Ho3RulQkG/fv2wsLBo8fhiHZ16XUPNTE359ddfmTp1ar3SptZSWlrKTz/9RG5OLpMmT2LIkCFtPoaqKJVKIiMjOXLkCH5+frz55psNBNZa8nLz6sSz6KgoBg4c+Ej93qjCoyDwaNriYC3dYZFQE+m+UjNasUfdPCrhzN1F6IFHI5S5LQwYMIDTp0+z6qtV9O7dGxNJ49k7vXr1Yvr06axbt45Xlr+i9lyK8opy9PT1NG4yLiws5OzZs8REx1BeXo5AKMDNzQ1zc3PS09ORyWTI5XJSUlKwtrZm8KDBDBo8CIFAUDdJa5LAU4smTtCPk2unKTrbzXP58iXGjRvX4PXMzCwmTJiAUqlgz549BPgHEDgkEEtLK5UfHMzNzIgvL2t2G7FIzITxExgwwJetW7bw4Ycf8swzz+Dl6anSOdVBeno627Zto7CwEP+nR/LU0GAEAgFpaWkkXk8kJiaG8PBwVqxYQVxcHL/99hv6+vo8+9yz2Nvbc+LESVatWoW1tTUzZ8zExdWlyz6LOnB3d2fLli0899xzjXZZCxoSxKlTp0hNTe3ysi2grpvTP//5T4wMjZCYSmoCjN170cujF3p6epw8eQpHR8dmM3XMzMyYOXMma9as4fChw0yZOqXVY2ir6OPr54eziwtbt24l6UYS8+fPb7HFendh5IiRnD9/nqKiorpg5JycHK5evYq7mxvp6eno6uri7OTExUuXEAiFyORylR1xkyZP5tChQ0RERPDhhx82+XOsKK+oCxCXyWTk5uaSm5tLcnIyXp5eBAcH88svvxAWFoZEIiE4OLhFd1hbkcvk5OblUlxcTFFRERfOn0cgELJw4UJ69OjR7L7WNtbk5ORgaGhIzMWLLF26VK1j625oBR4tmki3Fnlq0ZZyqZdHQezpDkIPPJ6unqeeeopbt24RGBjY7Oqkn58feXl57Ni5gwULFqh1lSg7O1ujQlcBYmNj2b17N4MGDWLatGkc/f0oUqmUxMREAN5///26hxy5XE5iYiJHjx4l6UYSih52VFRU4FguoXq0MzpizbhB1zQXz+Po2mmKB92bnXF9V8jllJeVIxbVv+1QKpUUFxfh5uZKVVUVpaVlTJo8WaW/9wdLtszMzKisqGzVfna2trz++uucPXeWjRs34ubqygsvvFCX0dEZlJSWsnnzJlJSUggeGszYcWNJqL5b5waoDYodN34cO3fu5NNPP0VXV5eKigree++9uhX3J5+cyfjx4/jj1B/8uLomxHratGl4dqFw1R6ef/55wsLCWLlyJfPmzsPZpX5ZnVhHzOhRown/I5y58+Z20SjvY2VlxUcffURubi7ZWdlkZmWSnp7OldgrlJSWoK+vj7RKikJZE9jblFMCatw28+bO49vvviUpKYlXXn1FJfGltaLPkiVL2Lx5MwcPHmTmzJltPo8mIjGVYG1tTWxsLCEhIQAkJydz4cIFvLy8EIlETJgwATs7O9atW0dZWRk+Pj7o6+urdL7+/ftjaGjIpk2bGv23ioiIIDw8nIKCAkxNTWta3guFWJhbYGtry6hRo+rEv379+pGRkUFYWBjR0dFqEXlSUlIIDw9nyJAh7N27F6VSiZmZGRKJhKChQwkICGjVtdfHx4fjx4/Tv39/7OzssLa2bvfYuiPdWdwBrcDzqPNIiDwPonX3qI/2iD3h4eEcOLCfv/zlL3h6dk0ErFbo0UxsbW1bLbCMGTOGL7/8kqSkpCbr6lVBV1eXsrLmV/k7C6VSSWxsLHv37iUwMJD09HRiYmKYNm0aAQEBHDt2jFOnTrF161bMzc0xMzPD1dUVb29v3N3d2Rb+BwIl9NXpSUJGAl999RVz587DTkNELE1w8WhdO43TWWVbCrmcAwcOYOQs+bsAACAASURBVG5hjnsv93rvbd2yBVNTU8zMzAEQi0Xk5uZgY9O+318zMzOqpFWt3l4oFDJ82HD69e3Htm3b+Ojjj5gxfQb+/h178y6Ty9i9azexV67Qp08f3n7r7ftlItUNtxcIBMyePZuBAwfi7OzMhx9+SH5+fr3yLBMTE6ZMncKYMWM4ffo0mzZtwsTYhImTJjYaQNtapFIp+fn5hIX9pvIxVEEoFGFjY8PX33zNlClTGDlyZL33jU2MUSgVnTqm5hCLxdjb22Nvb48vvnWvy6pl5OTmUFxczKlTp/j5p59ZtLj5WEpDI0NefvllPv30U+RyuVocNk2JPkVFRaTrVNKrp+beL6mCs7MzV2Kv4O3lTW5eLnl5eXh4eDBjxgxyc3P55ptv+Otf/4pIKCL5TnK9vDBVuHjxIkZGRigUinoLWampqfzyyy/Y2Nhgbm7OG2+80exCl66uLi4uLiiVynYLztXV1Vy8eJHDhw/Tp08ffv75Z5588kmVr28hISFER0ezf/9+Fi9e3K6xdVe0Ak/HE3UzXSPuIbsrj5zIU0tjYg9oBR9VUKXtup5ezYRkZmoGQElJMXFX4ggYGICenmorJKpQe3F4MJBTE3lcy7daQigU0r9/f2JiYtQq8nh6erJ7927ycvOwsu6YcOfGePimD+DOnTts3rwZqFnlmzVrFi4uLnXW8rFjxxIQEEB2djYFBQUUFBSwc+dOrKys6OvdF8eePekjsMPc3JzBgwcTGRXJd999x+RJkxg8eHCX1clriosnNi5VK+y0QEe7ecLCwsjKzmbu3Lk8GNV38eJFEq5fZ8WKv9a9ZmZqRkpKSrtFHlMzU6RV0jbvZ25uzpIlS4iJieGXX37h7NmzvPzyyx0SaHz8+HFOnTqFhaUlSxYvbnW5kUAgwN29RiwzMDAgJyen0QweA0MDxk8Yz4iRIzh//jy7d+/m4MGDjB07VqWsj7T0NAQCAXfu3G7zvurA2dmZU6dOMWJE/dwYpVLZoPW3JiLWEdOjRw969OiBTCZjz549rdrvwIEDjB8/XmV3SUvUPqQqFNncjAnH21unXd27upqiwkKysrPJzs6murqajLt3kSsUfLnyy7rfk3feeQcAa2tr/Pz8iIiIwMDQAE9PT0JDQ9t1/oEDB5KcnMwHH3yAn58fAFevXq27h3n99df5z3/+w5EjR5g8eXKLx5s5cyY//PAD//73v3FycsLfz5/yinKkUimurq7Y2dk1Os/L5XJu3bpFTEwM8fHxODs7s3DhQhwcHJDL5IjEbc8MqkUoFPL0008TFxenEWWSnY1W4NHSHRB0h4nR3bmP8rO/f9/u41y8kVX3vVbsUZ3ald+2PBQcOLCf8PBwHB0dWbBgAXKZHImphMazuTuGc3k1FzVNFnugpvsWaIWeWqqqqli5ciXTpk3Dy0t9rrDw8HASExNZsGCB2o4pl8tJSkoiOTmZlJQUsrOzEYlE6OjoUFpSilwh56WXXmqQxVBSUkJJcQm2dratCmuUSqVcv36d82mpZIUnolAosLWzY8Ff/gJAVnY2mzdvwsbGhrFjx2JhbtFhDwhNoSkrMFqRp2Ui0u92qMjz2X//22inKwB9fX1GjRpN7TNKREQkXl6eTJ8+Q6Vz1V7nB7o78Le//Y13//5u3WJDWykpKWH37t3cvHmTJ554guHDh6t0nIfJu5fH2rVrkVZJmTFjBv369WtSjL1YcrPZueDbb7/F1dW1Ve2LZdUyIqMiOXr0KEKBkJARIQ0Ek+b47rvv6OXei/ETxrdqe3WjVCr573//y5w5c+jZ8/7PJCMjg82bN/P22293ybhUYdu2bVRUVPDSSy81u11ERATHjx/n7bfeRqzT8euyOTk5rF69mpCQkLryplzpxbr3i4qKKCgoYFbAyA4fS1tRKBR89NFHANjZ2mFrZ4uenh5isZgRI0ago6ODQCCgsrKy3nyYmJjIunXrEAqEzJg5Q23ZN/HX4jlx4gQApWWlKBQKSktLefPNN6murmblypW8/fbbmJubt3isiooK4uPj2bZtG1BTymVkZMTt27cpLS3Fzc2NOXPmUFhYyIEDB8jLzaWwsAj7HvYEBATg6+vbaKaVlrajFXg6D025j+wqXhwzMEapVA5Udf9H1snTGNpSLvWgSieuUSNHIZVKUSgU/Otf/wIgIGAgvgMG4OXtRWeIPd2xfAu0Yo+enh52dnYUFBSo9bhDg4bWtapVhwBy/PhxTp8+jbW1Nb169WLkyJHY29kjV8iprq7GyMiIiIgIrl271kDkMTExwcSk8RDqxtDV1aXCwhxfC3P8hz1Jtayajz/6mOSUZFycXbCzteW1117j0KHDbNq4ieLiYvp49mHOnLmd0j1Ik1w8WlpHR7p5agUeCwsLREIRQlFNDoVQIERHV4eEhPi6bU2MjfH27qvyuWqv8wKBAGMTY+6m31VZ5DExMWH+/PlcvXqVHTt3EBkZyUsvvdSqh7KmOHr0KCdPnWLgwACmTpna7jKM4OBgdu7ciYWFRYvuHLGOmKFDhxIYGMilS5cICwvj5MmTBAUFMWHCBI3vjiMQCPDw8ODatWv1RB5bW1uqq6uJj4/H29u7C0fYOuRyOXFxcSxcsLDZ7S5cuMDRo0dZtGhRpwg8ADY2NixbtozVq1dTWlrKsGHDMDPw4fLly5w7d46SkhLKysro0cMeXd37eUKa4PQRCoWUlZXx6aefNrtY8vB8b2Njg0KhwMXNRa1twL37euPq6sqmzZsozS6tc/JWV1dja2uLo6Mjv//+O7Nnz27xWGVlZURFRdGzZ09mz55dz7kXExPDiRMnEIvFnD17FksLC6ZNm4alpaVKHb60NI1W4Ok8NOU+sjvzWIk8tWiDmttPW/N6TCQSZs16CoBx48aTlJTIrl27iImJZvr0GQwbNqzjB033EnqAxyqrpyny8vJIiE9g9lMt3wi1BbGOGGcnZxITE9uVUwGQlpbG+fPnWb5seZPlX1VVVcTFxamlJerDE7WOWIenn36a9evWY2FpibW1NRMmjGd6aCiEhlJQUMDHn3xCXt5KzM0tGD16FM5Ozs2dot1oyuqL1sXTMh2dzTNixAhiYi4y57k5OLu4dNh5HsbM1IzMzEz69lVdNIKaVXN3d3f2H9jP//73P6ZOnUpQUFCbjlFYVMjaNWspLS3l5UbcfKri6+vLnTt3OH36NH5+fs0G+dYiEokYOHAg/v7+xMXFceTIEc6dO4e/v7/KrZ87i7i4OObNm1fvNZFIxLPPPsvmTZtZ8cYKjXcs3Lx5syZvxdWl0fcrKiooKSnh8OHDvPrqq1hZdV5JMdSULC5btoydO3fy+eefU1lRiUdvD8aNG4enpydrVq+hOM2szln7cJBzVwk+JSUliEQipFIpBgYGrd7P3NwcgUCAkZFRq9qmtxaFQsHX33yNnp4e//rXvxrkKc2ePZvPP/+cS5cuATUi5qxZsxrk5Fy+fJm9e/cyZswYhg8f3kCMNTQ0xNDQEIFAwNW4qyxesvixDULuKLq7uAPdS+CpRVPuI7srovfff7+rx9Aiq1Z+8/644a1vH9kW7C2Nsbc0JjO/lOz0fLLT87Htqb6L/KOOo0SCo0TC3eISsnOKyM4pws62+XbXBgYGODo60tOxJ44OjlRUVKCvr49EIumUMfc0NCWtvJiM/GIcLDrnnKpir2dBpjSfu8XFOErU20a8u7Blyxb09PQYOnRosyGFqiCRSNi1axfe3t4YGRmpfJykpCSAJm3eSqWSDRs2YGlp2e4V86YmamtrawYHDsbZyYmbt25x7NjvjAipKcUwMDBg0MCBeHh4oKury569e8jOzm73w29j1K6+9DTs2t/XWvHZsZOuK90dR4mEmJvpLV6/VaFPnz5YW1uxa/duhgYFqf3v+GFqr+/l+TlUVFTg4+PT7mPq6OjQr18/zM3NOXjwIMHBwYjFrVsnO/XHH2zcsBGP3h78ZcECbGxsWn3e1lz/3dzcOH36NCkpKfj6+ja53cMIBALs7OwIDg7G3t6eqMgojhw5Qm5OLh4eHg0+X1RUFBYWFg3CszuTizEXGTBgQIP7BXNzc0rLSjl27BhGRkYa1z3xQX7//XeMjIzq8loepLi4mC+++IKIiAiGDBnS7gUIVdHV1cXPz49Ro0YxcuRIBg0ahLW1NQKBgMzMTKqqquoCio1E9nVf5fJMMioK6756GKrmomsrZWVlrF69mqCgIJXy+/z9/Tlx4gSGhoYttg9vCaVSya+//sr27dspLy9n0qRJODg0XGwwMjJi+PDhBAYGMnToUAwMDDhx/AQhISF19wg3b95k586dLFmyhL59+zZ672BpacmRI0e4fv06CqWCMWPGaLwrrzuhFXi6hoz84i6/j+xq9m1cnfn++++vVnX/x9LJ0xjaUq72oUonLi9vbwRCAWvXriUqKhInJyfmPDcHUStvnNtDd3H0gDaU2dfXl4iIiA65aenduzeTJ09mzZo1/PX1v2JopFq4alFRUbMiZVpaGtnZ2bz44osdIvDUYmRoxNXsq1y7ehUHR0c2b95MZWUlRkZGmJiYUFlVRXFREQq5gurqmtY9mVlZREZGIhaJsLKywsbWhqTEJKTVUsQiMf3792/0BrU5NGX1ReviaTsdVbbVt28/jv52lOSUZNzdO3Zurb2+W1pacufOHbUe28/Pj8uxl/nggw9wc3NjwoQJ9UqHHqSktJS1a9ZQUFDA888/r1Ib89ry3ebQ09NDoVCoLNoKBAK8vLzw9PTk1q1bhIWF8cEHH+Dp6UV5eRnp6TXCbXV1tVoD8FXB0sqSvLw8HB0bztsTJ07E3t6ew4cPk5WVxbhx47pghI2jVCpJS0vj8uXLxF6ObbIjUXR0NN7e3syaNauTR9g0DztQxGIxCkXj3cwefBDuDIdPUVERf/zxB9FR0QQNDWLs2LEqHcfKyoqFCxfy3XffUVVVRZ/efdrUlEGpVJKZmUlBQQEHDhxAKBAya9YsSktL+eWXX5oUX/X09Orcd4MGDeLYsWNcv34dLy8vsrKy2Lx5M/PmzcPOzq7R/eOvxXP16lUEAgHp6emIxWK+//57li5dqhV61IBW4NHSndGKPA+hLeVqH23txHU94TpDhw4lNDSUH39czW9Hf2PSpJa7DaiD7iT0wOPXar2WgIAAYmJiCAsLa1W4aFsZNGgQN2/eJCIiglGjR6l0jOvXrzdo61vv/YTrODs7t6sMorUTtaGBIU888QSGhoYYGBqgp6dHWWkZpaWlWFpZ4eXpyfQZM7D4M1fk559/Ii/vHu5ubpSUlHDixAnKyssYM2YMFRWVrF+/HgTwxIQnGDRoULPn1pQaam0Wj2p0dNlWUXFxp5aemJmZUVZWptZjCgQCXpr/Eunp6YSHh/P1N1/zzjt/w/LPMg+FUsnVuDjOnTtHWloanl6eLFq8CEMD9XfnqkUul1NaUtpux5JAIKBXr14sX76c1NRUwsLCSElJYdiwYXVlpmZmnePMaIoePXqQmpra6EOzUCjE398fDw8Pvv/+e4RCIWPGjOmCUdbwoLBz8eJF5DI59j3smTdvXpOlWunp6R3isFQnrW3Y0pGCT1lZGYd+PcTVq1cZNHgQb7z5Rl1HSlWxsbHhpZde4o8//mDfvn18/PHHrSp/BNiwYQOJiYkYGRnRt29fpk6dilgspqqqij179rB27Vp6ufdi5KiRje5/9OhRTp48Sa9eveqcfnv37mXixIl1nfQeJiwsjNjLsQwPGc7IUSOxsbGhqLCQTz/9D9nZ2U0KQ1pah1bg6Toe98BldaEVeZpB6+5RnTqxpwVXT58+fTj6+++cOH6Cu3fT6d+//bb6ttCdhR54PFw9QqGQuXPnsmrVKgoLC5kwYQKWlpZqPcfw4cNZv349AwcNbFMAslwu5+TJkxQWFjYb+NnDoQdJN5JUHl9bJmofH582PewtXrSYs+fOknE3g2eeeYb09HRWr1nDqJE1gteE8eO5desWP/30E7t27+LJmU8ycNCgJgOcNWVi1rp4VKej3DxmZqbk5xdgqmIQclvJV+hSUVnRIcd2dHTkueee4/r16+zdsweFUklebi5lZWWIdXTwHTCAJ554ApdOyCBKTEzE0MhQrR30nJycWLhwIevXrUcqlar9mqsqfb378vOGn5k6dWqTTgUTExMWLVrEZ599xrBhw1r9oK4OysvKuZtxl4SEhHrCzsyZM/Hx8WnRXWFtbU1eXl4njbbzUKfgU1lZyerVq3F1deXdd9/FwLD1+Tst4eTkROi0UK5fv45MJmvV745MJuPGjRssX768getVT0+P0NBQEhMTOX36dKMij0Kh4MTxEwQOCWTatGmIRCLKysrIuHu3ye6fWVlZRERE8Oabb9aVmiuVSn5cvZqJkyZqBZ52ohV4tDwKaEWeVqAVe1SnJbHHzt6ezMwMDPT1eeuttzAzU71riap0R6EHHq9QZmNjY1asWEF4eDhfffUVfr5+TJk6pYGNXFUcHR0ZPDiQNWvWMGTIENzd3bGxsWn0hlwqlZKSksKNGzeIi4vDwsKCZcuWNZszcu3aNfr379+uMapzoi4rK6OsvAxLC0vMzc0ZFjyMr1Z9RWRkJLp6uohE9z+LSCSid+/efPjhh5w8eZKjvx/l9JnTPD/v+XrZIpri4tHSPjrSzePo2JOszMy6LI+OZKhVT34rLkYqlXboeQYNHkRhYSGmElNSkpOZO3cunp6eai+VaO5af/369UbLl9SBSCxqsjSnK7DvYY9SqWzRqWBqaoqbmxtXr14lICBArWPIysri9u3b3L17l7y8PEpKSqisqKSyqhKZTIZQIMTO3q7Vwo5CoeD8ufOE/RZGRUUFM6bPUOt41Y2NjQ3Xr19Xef/2CD5SqZQ1a9bg5uZGaGioymNoDomphKFBQ9m9ezcvvPBCi9sfPXoUS0vLJsuag4ODKSkpoaKiccFZKBQyfcZ0jh07RmxsLBMnTsTDwwOhSERxcXGjYdACgQBDQ8N6WYKxsbHo6+szYsSIVn5SLQ/zKIg7oBV4tNSgFXnagLaUS3UebLv+oNBjbm7Ovz/5N0KRkM5oo94U3U3ogcevfEtfX5/x48cTHBzM7t272bx5M3PmzGl3C+JaJkwYj42NNTdv3uTUqVPo6uqycOFCiouLib8WT2ZWJvfy7pGbl4uDgwPu7u7Mnj0bFxeXRm/iq6ur2bBhA8VFxeQX5DN+/HiVxhWRntaqiVoqlbJ7924yMzMxNjbG0tISNzc3BgwY0KBM7JdffuHmzZtUSaswMzXDzMwMAwNDLl2+RHZWNna2dkilUqKioujRowfFJSVk3L2LQqlk9OjRJCUmsWfPHhYvXoxUKmXDhg0Uoo9+ai5XjY3x9PIkJCSErvibjo1L1bp42kmgowMRHeDmMTMzpbCoUK3HbA4DAwOkVVIUSiXCDsqnmDplat33kVGRWFlZqV3gaSmX5276Xby8vdR6zlqEQiFyubxDjq0KAoEAf39/tm7dyjNPP0MPh6ZDcgMDAwkLC8PX11ctHcOuXLnC4cOHKSoqwvLPLoYuLi5YWVlhYWGBpaUlEomErVu3Ul5e3mph/9ChQ6SkpLBs2TJsbW01PkvFxcWFI4ePoFQq2z3Wtgg+supq1q9fj52dXYcJPLVMeGICX375JZcuXWo0ILuWn9b/RNKNJObNndfkNlDTnKG2G9mDXLt2DZlMhru7O0OGDOHChQscOnSIESNGMHbsWDZv3szy5csbLCLp6+lRWFjIuXPn8PT05Pz585wOP83SZUtV+8AqkJKSwr59+xCLxbi5ueHs5ExqWipPPPFEp41BnWgFHs1Au2CoPrQij4po3T1tpymhR6gh7Vq7q9ADj1cos5GREXPnzmX79u188MEHuLu54+XthbW1NY6OjiqXLNQ+PNS2Lz127BiffPwJ5ubm9PPph6+vLxYWFtjZ2bXoIMrMzOTXX38lOTmZqqoq/Pz8MDdvu0utdrJuDSkpKVy6dIlJkyZhZ29PXl4uJ06eYNeuXfzzn//E0PB+JoilpSV3ku/g2sOVGzdvknfvHgD37uUhk8kRikTs2buHnJwc9h/Yj4WFBX6+fuiIRNxIukFWVhYLFtbYyAsKCsiqBFdXeyz1TCkuLubgwYN4enpiY6O5HW60tIy6y7ZMTU25deuW2o7XEmIdHQx7uFFUWKjS3193oai4qM3h6K1FKBRqlJMH4IknnsDKyoofV/9Iv379eOqppxrdrm/fvly4cIFTp061O5tnzZo1pKakMmr0KIKDg5st4xk3bhwrV66krKys2a6NJSUlKOQKEhISmP3U7G5TYmNpaYlcIadQzX9XzQk+fXQt+fmnn7Cytu6UUGqxWMyzzz7L2rVr8fX1bVLMqqyqxNPTE+++TZdrA5SWlmJra0tsbCxHjx7Fw8OD6upqLl68iImJCcXFxQwcOJBZs2bRo0cPfvjhB5YuXUpSUhK//fYbEydOrHc8UzMzXnzxRSIiIvj111/x9fXl7+/9vdO61AKEh4fj7e2Ni4sLV+Pi2LptK5WVlYwfP77DOyiqG63Ao1loStl/d0cr8rSTxsQe0Ao+TfFg+VZHZD60l9oLy7mbad1G6IHHz9UjEomYM2cOFRUVJCQkkJiYSExMDBUVFbz00ktqyY8YO3YsgYGBGBsbN7ta+dNPP9W1UIcasai2RCQ0NJTz58/z3HPPtfn8bZ2sPTw8mP/SfPbs2Yuujg5KpZLS0lKk1dWkpaXV64ozefJkfHx8yM3N5YUXX6CyohIAPX09zp49x+nTp0lKTOLtd95BLBYhFjU9VVhaWWJtY41OchblYjEikZinZz/dJQKPNnBZfXRE2VZlZSX6eurLjWmJoVY9Oa6nR3p6eqeIPAIEKGldKK06qaioaFNb9ragiSKPQCBg4MCBJCUlcenSJQYPHoyzs3Oj2z355JOsXLkSAwMDgoKCEAgEZGVlAbRaVImMiCQ5OZl33nmnVQ/Rtra2uLm5NVnuI6uWsXXbVhITE9HR0cHT0xMnZ827H2oKgUCAi4sLd+7c6bC/qwcftm/kHOfb6GM4DeqDR+/eneZ0cnR0RFdXl9zc3Cb/vubMmcN//vMf0tPTmy2ZFIvF7NmzB7lMxrDhw7l58yZCoZB58+bh7e1NTk4OX3/9NQYGBkyePJnBgwezYcMGli5dyjdff0Pv3r0bBDB7eHjg4eGh1s/cWiorK0lMTGTWrFkYGBjg4eFBH09PThw/oRV4uohHReDRoj60Io+aqFfKpXX3tEhtOQC03Gq9Kxhq1ZNzN2sumN1F7HnchB6oKcd40H1Tm9kTGBjImDFj2h1E2lIIc0xMDMnJyUyYMIH+/fujVCqRyWRs2LCBIUOGYGZmhqGhYZtvSlWdrL29vPH8uxfp6elIq6pwd3dv8txOTk44OdX87Rno3w+uHDNmDHq6uljb2KDfitDJS3eyCAgYqDErL9pSLfWiTjfPvXv3sOjkAF99fX0yszLb3Xmqq/E36UVE+s1Gr+0KhaLDwoVFIlGH5xq1hby8PM6fP09SUhJFRUWMHj2ao0ePNhlQa25uzvJly9m4aSMAQUFB/PDDD1RWVmJoaEh1dTVKpRKlUomRkRFmZmZ1XZpcXV3x9fXlwMEDzJ49u00uiQkTJvDDDz9QVVXV4N8mPT2dzMxM3n//fbXlynU2zk7OpKWl1c29HUF1dTW/hf1GdEw0Tz75JD79fDqlLfuDuLi4kJKc0qTII5FI8Pf3Z8OGDaz464omQ6BdnF0wMDRg3Lhx6OvrM2HChHrv29jYsHjxYr755hsGDBjA9OnTSUxM5NixY8x+ejbbtm3jjRVvqDVkuj2kp6djb2+PgcH98bi5ubF9+3YKCgq6jXNSK/BoFtpSLfWiFXk6AG0pV+toqnxLU9CWb3U/QkJC8PX15cjhI3zy8ScM8B3A0KChzeY2tIcdO3agUChwdnauF44oFokRCUWUlpZibGzcpmO2d7IWCgQ49VT9310oEPyZp9N6NEHg0bp41I863TwKhZwbN24wY0Y/tRyvtRgaGZJcUNmp5+xsFHKF2rLJHkaTnDwFBQV89dVX2Fjb4Ovry5AhQ9DX1+fChQukJKfg7NLQzQNgbWPNyJEjOXv2LLq6uiiVSl577TUKCgqwtLREJBQhEAq4ffs2+fn5FBQUoFAo+PXXXzl8+DB9+vRhwIABbRqrk5MTPXr04MCBA8ycOZPIyEiio6MxNTUl+U4ygwMDu63AA+Dk7MThQ4c77PhyuZyVK1dib2fPm2++WTePPvwwHn3vYt33HSH4KOSKJqPlMjMzKSsrY9asWaxatYo1a9ewbOkyROKGEQSzn57d4rkcHBywtLSscwUtWrSI//3vf3h7e9O/f3927trZqiDozqCioqJBKaK+vj79+/fn0qVLjB49uotG1jq04o7mogn3k48KWpGnA9EGNbeMVujpGB5HV08tEomEp595monFE4mIiGDd+nXo6uri4OBA7969CQgIUEsIJ8Ann3zC7t27WbNmDcuXLa8TkyqrKjEyNiI3NxcrS6tWH6+7TdiatuqidfGoH3WFMMfFxaGrq4e0SkpWViZhYWHk38tHrCPmySefxMGhY66vvRT6xFUWdMixH+TkqZMolco2i7rt5caNGyiUig4TDAQCzRF5bty4gbGxMa+8+kq910eMGMG58+eaFHkA/Pz8uHr1KidPnqS6uho7Ozvs7e3rbfNwmW9qao1w3FMF0by4uBhdXV0uXbpEXFwcPXv2ZNy4cZSXlzN69OgO64bWWTg6OpKRmYFcLlfbfPog9+7do6CggLfeeqvZ7R58SFe34KNUKkm6kcTUaVMbvHfhwgWOHDmCQCDg3XffZfny5fz73//m6O9HG+TntAVDQ0NKSkoAMDMzY8qUKWzfto3lr7zCli1b2LdvH1MmT0bcxQJheXk5hgaGDV7PyMhosyDa2WgFHi2P7FgiMgAAIABJREFUC92rcLIb4+9hVyf6XDl/s15+z+NO7YOZpq7E16rKmvZA2xL3XT1pbQrwfVSQSCSMGzeO9957j+effx5PT09iY2P59NNPOXfuHKWlpY3uV1RURGREJEd/O0p8fDyyalmj25WWlnLv3j1GjhxJjx49WP/T+rr3KisrycjIIDw8HF8/31aNt7tO2Jqw6qKp145Hifb+jAUIyM7OYvv27az8ciVCoZCgoUG4uLjw7bffsmrVKhITE9U02vtYWVnWBNwqOy4rJzklmaNHf+fF+fMbffBRJw9ey/ft28f69euZMWNGh+WUiERClB34s2sLWVlZmJmaNXi9X79+XL9+vVkxSigUMnToUPLy8njmmWda9fOqLWlt68/23r17/O+z/2FmZsZzzz3HG2+8wYIFC/D09MTf37/bCzwAenp6WFlakZGRobZjKpVKbt++zdatW/nmm2/aHJZtretf9xV9L7nuS1XS0tKQSCR15XtQ4yZbu3YtZ8+eZdmyZfTp04fw8HCEQiEvvvgip0+f5t6fjQxUwcHBgcjISGSymvuOoKAg+vbrx7fffMu0adMoLSnliy+/JC2t6+7pjh07xrFjxxqUjsXFxZGXl9cgO0iTeBQEngfv6bvb/aKWzkXr5OlktKVcjaN19HQMtRPA4+rqgZqbe3t7e+zt7Rk4cCCpqamcPHmSI4ePYGpmSv/+/fH19aW0tJTo6Gji4uLw8vLCzMyMU6dOsXXrVoYMGcL48ePrSiLKysr4z3/+Uy9g8MHV3urqas6cOYObmxu3bt3i9OnT6OnpYW9vj46ODikpKURFRWFvb49CoaCiogJrP1/GuwZC8zFAGoOmiZ5aF0/HoY6yrfyCfHr27MmihYsadFQcNmwY58+dZ8OGnxk7diyjR7evE9KDuLu7U30lEll1dYeVNJ05c4a+fb3p1cEPN7UOzbKyMr7//nsqKipYvnx5h3TWqqqqQqlUalQL9fj4eIYPG97gdXNzc0wlply6dImAgIAm97ewsMDAwKDVrc1VJSIigsAhgUyZMqVDz9PVuLi6cPXqVZWcTg9SXlbOtu3byMzMRFdXlyFDhjB9+vR6HSHbijocPkVFRRQVFrJnzx7c3NwoLCjk5KmTjBgxghEjRiASiRg5ciQbfv6ZcePGYW9vj1AopKKiQuVxT5kyhYyMDL788kveeOMNhEIhzzzzDAcPHuSnn35ixYoVpKWlsXbtWpYtW9ZhgevNUbtA1qPH/TL4nTt3kpqaygsvvKCRwcsPin3dXeCBR1PcibqZrhGLho8SWpGni2islOtxF3s6opuLOumuQg/UL9+Cxy+r50GcnJx44YUXUCgUpKWlcfHiRX784UckphK8vb159913691c1rYE//LLL1m4cCHm5uYcOnQIKysrXn/99UbP8Ze//IXo6GguX75MZmYmI0aMoLKykrS0NGQyGdbW1rz55psUFxdzvbQEHbEY2fUCfvzhR0JCQhg2bFiHBamqE+2ErKU1VFVVcvbsWebOndtA4AGwsLBk8pQpeHl7s3btGhwcHP/sBqck/lo8QpGQ3r17IxSKKC4qIr8gn8iIyD/dOcq64Fyg7vua/1VSVFiEWXk5sak57b5uFxQUcOfOHYpLSigtKaGoqIic3FzycnMZP358u47dFtavX4+pqSmvvPJKh1wniouL+e9//4tMJkMul2tEaHVRURGFhYUEBgY2+v7sp2ezfv16ysvLGTZsWKPum4yMjA5tUy6rlnE59jKXLl0iNDS0w86jKYwdM5YvvvwCX1/fBqVvbSEqOgqRSMTChQuxtrZWuyutKcGnMR4UgXx8fHB0dOTixYtcuXIFgUDAq6++Wq+sz8bGhsLCIhQKBcePH8fU1LRdTi2RSMTLL7/Mt99+y9atW5k7dy4AU6dOJTk5mYiICCZNmkRVVRUbN27ktdde6/RsJ11dXYKCguoJqnFXrvC3d99tkNPTFTTm3urOwk4tj7LAo6Vj0Io8GoC/h12ds0cr9Kgn/6Gj6O5CD6AVe/5EKBTi7OyMs7MzM2bMaHI7iUTCnDlzCA8P57vvvuPll18mKiqKpUuXNrlPXFwcly9fJjg4mMmTJzd60xqRnga6OoxzHlzzggP4+/mxdetWDh85wmuvvdauAOWORJNWXGLjUrUunk5CVafl/v376dOnD87OLs1u5+bmxrRp09i4cSNLliymvLyczVs2o6enh1wmx8jIiMLCQpRKJc4uLpia1nQ7EgiECIUCQIBAUFMaJqj5BgN7A4KDg7lD69woUqmUpBtJpKbWdA4yNjIiv6CA1JQUDh06hEQiwcDAAENDQ4xNTPDz88Pezg73Xp1ToqCkpmxp+fLlHSYE79mzhx49erBs2TIqKira3aVQHSQkJGBubo5Yp+a2VS6XI5fL69xZjo6OLF++nI0bN5KYmNhoN6w7d+5w86Z6S+WlUim3bt0iPj6BK1dicXR0ZObMmXh6eqr1PJqIqZkpkydNZvv27bz66qsqZ/NERUUxc+bMTnGlNPew/3DnrlpMfd0x9XVv1AUkEomQmErYu3cvMTExPPPMM+0eo66uLt7e3ty+fbve60FBQYSFhTFp0iQCAwO5kXSD8PDwNpe1tRcLC4t6f0f5+fno6ul1icDTVDneoyDqPIhW4NGiClqRR0PQCj310dSyLejeQg9oxR5VCQkJQVdXl++++w6lUomebtMPWBEREcyfP5/evXvXf/2BPI3af4dLly5x6PBhXF1dyczI4F5+PgDR0VEaKfJoWpmWls5BFadlYWEhO3Zsp6iwiNdef61V+wwZEkRZWTnff/8DZmZmuDi7sHDRIq5du0p+fgFDhwYhFIravNp/J6/5DIvi4mJOnznDubNn0dPXw8jQiPDwP1DIFQhFQoyNTXjqqac6tGV0q0gqwsDDvcMcKWlpaSQlJfHee+8B1GuR3JUkJCTg8oBI+OOPP3L79m1CQ0OpqqoiIyOTOXOe45VXXuH334/xxRdfMHPmzHqlWQEBAVy4cIHysnIMjdqXnRQbG0tUVBR37tzBwcEBLy8vXln+ClbWrQ/afxQYNHgQl2Mvc+rUKZXFBplM1q7SLHXRkjDQlAvI2tqa7OxsLCws1FYKWFZWVieuyqqrEevoUFFRUS/za+CggZw8ebLTRR4fHx/CwsI4c+YMerp69PPpR2VlJTKZDLG4Yx8rH1WXTnNoBR4tqqIVeTSIWqHncUfTy7bgvtDTndGKPW1nyJAhSKVSDh48SFFxUaOt2b9e9TVQs9peK/I0Ju5ATUDzli1b6N27N6WlJQQOCcTdzZ1ff/0Vj14eHfxp2k6twKMpLh4tmo1IJKS8rBxbO9s25eGMGTOGnJxs4uLiWLRoIQB9+3Zc6/XikhI+++wzLCwseOGFF+qJs//3+f8RNCSI4ODgDjt/W7hw4QJ2/g4dFrR86tQp3N3dNaLs4kEsLS2JioqidF0pzs7OpKWlERoaSlhYGBKJBH19fd555x0EAgGmpqb07duXw4cOk5yczNSpUxEIBDg4ONCrVy+SbiTh69u6QPyHkclk7Nu3j9u3bzNhwgTmzJmjMUJYVyAQCJg1axaff/45I0eOVMnNY2trS05OToeW0qmDxsSEXOlFjH1cqKqqouDuXXZGHsftz2yulvJ/qqurSU1NJTc3l5ycHO7du4eVlRWWlpZER0fz7LPPkpmZyZdffomTkxMymYyeTvfnXldXVzZu3Ngp4sqDGBkZMXfuXH744QcAJKYS7O3tOXP6DM4uzmRnZ+Pl6YmpWcOQ9LbwOAo6D/I4iTua5A5/lNCKPBqGv4cdF7VuHkCz3Tzwp9BzM61bunkeRBvO3DZCQkJw6unEps2bcHVxxbuvN7q6uvTo0YMtW7aQkprC6NGjCQsL40J6GhITE+zs7ZnsMazuGEeP1nTuys/Px9vbmxfnz0f450ObVColLy9PI0okHkQTBR5tVy3NxsREwquvvsr333/PxYsXCQgYCIBSqSArMwuJqWmTYoKDgyPZ2dlIJKaNvq8KD7svFUol0VFRHDh4AGdnZxYsWNBgHwtzC5JTUtok8hSXlJCZkYGjo6PaxRJPT0/Op8WTkpKCs3PTLcNVRS6XU1DQ8S3n24pUKsXczBwLcwuuXbuGj48Pw4cPr8vfqc1iqq6u5vLlyxw9ehSUcPPGTQ4dOlRXNuvh4UFCQkKbRJ68vDyio6PR09Uj9kos5ubmvPbaa90iN60zsLCwwNramuTkZJU6K9nY2JCdnd0BI+t4rHX9qTCxYueRncx68llWr1nNvHn9sHKvaFSkqBV+FAoF3377LYWFhRgbG2NmZoa5uTmZmZkkJCQgk8m4ePEiWVlZDBgwAEMDA6JjYv7MKqtBT08PW1tbUlNTcXNz66RPXEOvXr3w8fFBIBDQu3dvRCIRZ86c4XLsZaytrTl8+DB9+vQhJCSkVcHcj0vZVWt5nAQeLR2HVuTRUB73sq3u4OappbuWbT3M/ZbrNbXWWrGnaVxcXXjrrbeIjIwk/lo8VdIqEhISAFiwYAE5ujqM6+VOREQEojvlnDiwj+H/GkB6Whrr169HR0cHOzs7Ro8ezYgRI+qtyiclJWFuYY6Hh+Y5eTRJ4KlFm8ej2YjEYiZPmVz3QCOTyblz5zZ37twBIDAwkISEBIYOHcqoUaPr9nNw6MHx48fUNo5a92WtECDW0WH3rl1cvXqV0NBQBg0c1Oh+EydN4utVq7gcexnfAU0LAxUVFaz6+mvy8++hVCoxNDCksrISKysrgoODCQoKatf4q2XV7N+3H2cXZyTXlJy+fUvtIk9FeQXx8fE8++yzaj2uOkhNTSVgYAAjRoyo93rttVMgqMlh0tPTIzAwkEGDBvHNN99QUlJCbGwsenp6jBs3jgD/AMLCwqioqGjRgVNSUsLly5c5duwYfn5+VFdXExISgp+fX4c5qborbm5uKos81tbWDfJnuhOOjo4UFxcjMZUwdepUtmzZwkcffdTo70htydfVq3FU2hszeW4oAoGggeunuLiY3bt3o6ury3PPPYdAIMDWzo5Tp04xceLEuu3c3d25fft2p4s8AC4uLpw8eZJt27aRfy+fvHt5jBkzhsGDB5OTk8OdO3dYt24doaGh+Pn51dv3cXfpNIdW4NGiLrQijwaizeepQdNDmKH75/M0hlbsaR36+vqEhITU/X9VVRXbToezPzqK8vJyXGSWjO07GLG7mIT4eCIjI0lPS8PY2Jj33nuvyY4YmZmZODupf4W+PWittFrag52dHQKBgD9O/QFAeUU5IpEIuVzOuXPnAEhMTKwn8ri5uSEUClm/fh3z57+knodqpZK1a9eSmJSE4Z8P+K+8+grWVtZN7mJvZ8fsp2ezY8dOHB0csbJqPHPl119/RV9Pj//3z/+HoaEhAoGAoqIiYi7GcCQsjGvXrjFmzBj++OMPMrMyCQgIYMyYsYj+bDecdy+P7du2o1AoKCoqorq6Gn19fby8vfD09GL79u2YmkqIjonGytKK23fu8G38t8ybN69BwLCq6Or9GWLsoFlzWUlJCTk5Oc2KbA8jFApZvHgxu3btIjExkaioKAwNDAkeVuPIauz36caNG5w4cYLi4mIqKyqRSqX06dOHxYsXt6t71OOAo6MjcXFxKu1rZGjUrrbjXY1QKCQkJIStW7eyZMkSDh48SEFBAZmZmWzduhWlUomRkRHvvfce1rr+ZGZmcnTXLt566y0s9CyaDHzuHzq6nvgTODiQvXv3olAo6tqUOzk5ERMT00mf9D6JiYkcPHgQsUjMtWvXCA0NpWfPnmzcuJGzZ85QUVnJm2++yfXr17mrU4n8oc+nFXQaRyvwaFEnWpFHQ9EKPffpFmVb/5+99w6L6lrf9+8ptIGh996xAyKgYu9iL4ldEzUx3fRzkpNzTr6/k/NJO6YYo9FgTRRjiVERFbvYsIAKiiCgFEGkd2YYZn5/EAhIERRQYO7rynXFXdZee5hZe69nve/zdjKhB9Rl11tC9WfUvVs35vlOpKy8jIsXL3El8gqychn29vYcPHgQDbGYGTNnNFnyVKlUPlOrxM+q0bI6VavjkJ+XDwjQN9BHWalkwMCB+Pr2AxXcvXsXXT1dunXrXuccgUDIW28t57vvviUy8kpNqteTUFBYQHJyMp988g9SklPo1bt3TZpkU3h5enEg5ACRUZH49vPF0NCw3m80ITGBIYOH1EnPMjAwYMTwEfT17suGjRvYuHEjdnZ2DBk8hDNnznD61GkcHR0Ra2gQHxeHp5cnZmZmGBoYYmllSUZ6BufPn+f8+fOMGzeOYcOGc+jQIa5cvoyTnQc3Doc9dkWjhjh79ixSqfSZMw+OiIjA1NQUA8OWpe5VR0GsWrUKpVLJ8RPHKS4pxtjImJSUFNzd3VEqlcjlco4fP8758+eZPn06lpaWSHQk6En1WvXz7czY2dpx8ODBxzpXIBQgk8lauUfty8iRI7l+7TpJSUloaGhQXlZOVlYW/fr1w9vbmx07dtQcWz1GGBkZAY0LHg+LP0VFReh7OtcIPFDlEdUSv7PWwt3dHUdHR7y8vJDJZERFRuHn58egBVNJSkpCAPx85Hf0XczZs/kKn3zySZ1+q6lPVxV41IuIbYda5HmGURsxd5y0rc4s9IDanLkxGjNU1tHWYeiQIQz9M9Ln2rVrJN25w5w5c/D09GyyTUNDw6caul5UXEx2dhZ2tnZE3a0af57VB7A6Vav9eRzR3cLSAg0NMb6+vuTk5JCUlMjVq1cRi0WIRCJEIjHHjh1DLBZjampG377eaGtrk5+fj5GREampqQ2IPCqgZWJoTnYOBgYGGBoYYtinZaagnl6eXLp4iRPHTyAUCpkzZw69elWZQZ84eYLyclmjlbcMDQ15951362wbOHAgd5PvcuniJVQqFYsWLarjtwFgbWWNj48PSpWqRowaPXoUly9fImrHKYz93ElKSqJ3794tupfGuH79OmVlZdy+fbteZcCnRWFhIadPn2bq1KmPdb5AIGDhgoV89/13aGlqceL4CTS1NNm6dSvm5ubk5OQgk8kwNjLm/fffx8Cg9TyguhKmZqZUVFSQfi+9wYIETXHlyhV69OjRRj1rHwQCAUKREC0tLcRiMQ8ePKC0tBR9fX0KCwvJy8vjiy++QENDo8ZHKjU1FXv7xsfSh8Wf1ORI7t0U1hF+7ijzqbA14HLO3UcaPbcmAoGA2bNnszZsN6ampmh1t+Fyzl20tLQY4jkPlUrFpYuXOHDgACqVip07diISizAyMmLEiBHP1ELWs0BXFXjUtC1qkecZR23EXMWzHs0DnVfogYbFHui6gk9j4k5jeHp6skxHh63btlFUVMSgQYMaPTbqatRTya8HyM3NZc2aNWhoaqKtrYX/mCkMsnAkNvYm+voG2NioRZWuzOOK7kKhCH19fY4cOYqriwt2dnbY2dlTUSGnoqIChUJBWFgY9vb25OXlsnnTZmQyGToSCRUVcgQCAbt27WLixCrz3LNnz3Ls2DEMDY147bXXmmVuHBcXR1zcLfr4DXnksQ0xccJEJk6YiFKl4psVK9i4aRN2trYMHTqU2Jux9Pf3b1GVJYFAgJOjE06OTo88tna0kYZYgxdeeJGdO3dQqlKxc+dOevbs2Sqr5M8//zwXLlxg7969fPDBB0/c3qPIzc3l6NGjxN2Kw8nJifkL5tfZn5aWxrp167Czs3ui0vUaGhqoVCoEQgG2dlX+KWPGjMHIyAg9PT0sLCye6D7Ky8vJzc3FzMysySjNzoxAIGDMmDHsD9nPyy+/3OxJfG5uLrdv3+b5559v4x62PaWlpUgkEry9vDlx8gTm5ua4ubrRs2dPli9fjkgkoqCggGNHjyGXy7l161aTIk81SqWSsLAwzp8/j4uLax3x58qdBwiF+php9m20xHtriT/1UsoE4O00mY2bNrJs2TLMNP/yERQIBPj5+9G9R3cuXLhAWFgYY8eOJSYmBl1dXfr3798qfeoMqAUeNW2FWuTpIHTltK2OEs0DnVvogboPoYcFn8elIwlFLRV3auPu7s7by5fz/fffY2Fh0aixckpyCgvmL3iifrYUlUrFpcuXOBh6sCr8Wi4n7n4+PlJzYm/e5NetWzE3N2P58uW0NHpCjRqAOXPmsHbtWkaPGY3NQ54vDx48YP/+/YwfPx77h/yo9u3by+3bt0lKSuSzz/6LSCREW1uHWbNmERYWxsGDocyc+VyT17579w6bN29i0sRJqJ5QqFQqK6moqEBDQ0y3bt3YtWsXAoGA3n1aJ5qmOdjb2bF0yVK+PbABZUUFxcXFreLLY25ujpub22N7q7SE27dvs3btWnS0dXBwdCA5JbnO/srKSjZs2IC3tzfTpk177OuoVCq2btuKkZERL7/0MqEHQ8nIyMDJyQkTE5MnugeZTEbC7QR2/76byspKhgwZwsiRI5+ozY6Mv78/4eHh3Lp1i+7duz/6BCAxMREPD49OUalMU1OT7Oxsxo0bx8mPTnLv3j0mTZqESCSqKQ9vZmaGq6srJ06cIC4ursn2ysvL+eOPP7gRcwOpvpRp06bRp0+fOseUlJRiaVklUjZW4r2xylVNiT/NNUY26wXvvfceZqZm/Pjjj4wcORIPD48akU8qlTJ69GjkcjlJSUkEBgayd+9etcjzJxFpqV1a3HlW7QA6C2qRpwOg9ufpGCbM1VSntpxLqBIEOqPYA6236lBt8PyktKVY9CTiTm2MjIyYP38+v/zyC1OnTq1XcSK/IB+BQEBlZeVjX6M5qFQq7t2792ekRAV7fv8dmVzOwIEDOXT4MLo2zhgbGaMjkZCTm4ujowOFhYVs2rgJXV1d/Pv715uMtyfXolPUqVodDAcHR8aOHcvGDRtx93AnMDCQ2JuxHD12lKKiIiwsLBs0t508eUrN/yfcvk1uXi5+fv5AlaHzypU/YG5uzpAhQ+udW825c+dwdXVlwMCBnMt+fGH6xIkTHDx0ED09PT7996doa2vTf0B/vvnmW/T09B673ZaiUqk4f+E8osRitLq7VHl1tJL5spmpGSUlJYTsD2HipImt0mZDuLm5YWxszNChQ5HL5ZSUlNTZf+bMGYRC4RMJPFAVKZKYkMj/+//+H8XFxdy8cRMTY5MWR9zI5XKuXbvGvXv3KC0tJScnh/T0dCwtLZkzew634m49UT87AyKRiOnTphO8PZh33nkHqVT6yHOUSmWniX4aO3YsoaGhNZG47u7ujf4uhwwZwrlz57h79y6Ojo4NHvPVl1+hI9Fh0QuLcHFxqRcdFRsby/Xr1/DxebHRPjXX76e552ZmZiKVSpFIJDXbrKysUCqV3Llzh82bN6NQKBCJRHz44YcYGxsTGRnJgwcPiI+PZ+7cueTl5VFcXNyuY+azhjp65y+eVTuAzoBa5OkgqIWeKjpC2lY1taN6oPOKPU9Kazzk2iqqqC0exK6urrzy6qusXLmSX7duxdvbC0sLS1QqFcbGxhgbG7fZy09BYQFHwo5QWFjIjZs3MTI0RCaXMWrUaDz79OH7779H18YZI0Mjuon0+OqrL5HL5AwMCMDLy5M7d+5QUlLC+vXrmT59Op4tqHbTFApFBQBiced42VfTMEOHDsXV1ZWrV6/y6aefIhSKmDAhEC8vLwwMHu2R4/pQ9Ju5uQW6urrk5uQ2eo5MVk7crTjGjRtXb192TjYRERepkFeljVUoFCgUFRgbGXM3OZny8jJ0tHWQ6kvREGtw/fp1Xlr6Up0oPEMDQ3QlEspK26c6kFKlYt++fVy+fIllLy/jl4i9iMWt8yqnUqlIz0jH2tqaq9eutqnIA1VeRVlZWZiYmNQTtk+dPMWEiROe+BrGxsZUKisJCgqitLQURaUCTS1N1q1bx3vvvddkWtH9+/eJiooiPj6erKwsXFxcuH37NoaGhkyePBlXV9eaz/7M2TP06/fk5uAdHTd3N/r06cOJEyeYPHny0+5OuyIWi1EoFFy8eBENDQ38fP0aPVYkEjFy5EgOHDjAq6++WifdUiaTkZqaipm5Gffv38fGxqbO91ShUHD82HEuRFzgxRdebFQkaorHqW6lUCgICgrC39+fUaNG1dknFAqxsLBg3rx5aGtr8+2335KZmUlSUhInTpyoEfL+8//9BwRw586dVvMS62ioBR417YVa5OlAdHWhpyOlbVVTE9WjFnvalLaKKmqrh7ClhQVyuRwbG2tk5TKioqKQy+XI5XKKS0q4fPkyfn6NvyA+DmlpaWzYuIG+ffvi4urC5CmTMTWpqqJTUFjA119/jYOnP05OThxbswl9V1dmz56NnZ19zQumsXFVeoOrqyurV69GKtVHItFBoVBQWFhIYWERNjbW2Nn9JcTKZOVcunSJ8rJyZHIZMpkcpbKStLQ00tMzsLW15f79DORyOV999RVCobqaTedFgI2NLTY2tlhbW7N//3709Q2aJfA0Rk5ONmfOnmHK1Kl1JkIqlQplZSV3795FKBIxYODAeufu3buX9PQqUUNDrIFILEZLS4vUtFSsrCyJj49HKBCiW6nLtZvXGDt2bINplr379CEiIoKBDVyjtQkLO0xUZCRvv/02piamCCIE5OXlPbGvjEwm45dffiElJQUbGxtKSkqQyWRtlkZz6tQp0tLSGD9+PIoKBfn5+ZSUlCBAQPD2YOQV8nqRjo+DQCDg+eefJz8/n6ioKKRSKa+99ho//PADhw8fZuzYsahUKlJSUrh9+zaZmZkUFBSQl5eHSqXC29ubSZMmYW5ujp6eHps2bUIq1adbt251rqNQKDpNRMqTMihgEKt+XMWECRMeWZ1MpVK1U6/angsXLlBaWoqFhQXZ2dn07NWzyeP9/Py4evUqW7ZsYcSIEeho67B3316SkpLQ1NRER0cHc3NzSopL0NHRQaVSER0dzYEDBzA3N+ftt99utQi+5nDhwgVkMhkpyQ1XtiwqKiI5OZmjR46iUCgcSV8UAAAgAElEQVRYv349AG6ubqRnpAPg088Hdzd3bG275nuwWuBR056oRZ4OhrriVseK5qlGLfZ0DNrrwSsQCBgUEIBUKq1ZEatUKjl//hxlpWWcOnWKPp6eaLfiBOtw2GFGjhxJwMCAevs2b9pMjx49cfPyxjS3jGNUpcI0lpJlbW2Dt3df9uz5HZVKhUhUZawr1ZNy6NAhhg8fho+PDxIdCceOHeP69et4eXmhoyPB0NCQPXv2AGBiYkJKSjKfffYZ//rXv5plHqsund458Pbui7aWNidPnXyiyfxHH33El19+yeHDh/D19UWiI+F0+GnCw89gbGREz169qKiQExkZSd++fasiLBNS8XW1RS6X4+PTj8Dx4xtsOzw8nMOHDxMQEMDt27fxaiRyLTn5LtbWLaso9DhUVFRw+tRpXlz8Yo1A20fixO6IC/zdze2Jyn0HBweTk5PDP/7xD7S0tFjxvxUEBQWxbNmymmiV7Kxsdu3eRW5uLiYmJixbtuyR7RYWFhIWFsbIkSNrSkYnJSVx6NAhli5dipOTE5WVlbi6uvHFF1/g5eVNRkYG//jHP1qt5LKvry8AUVFRdOvWDaFQyJIlS1i3bh0RERHI5XJMjE1wd3enR48eGBgYYGBggImJSYORPsKHthUVFVVFXpiZtUp/OzqmZqaYmZkRGxtbU4GuIa5cuUJUVBSmpqbt2Lu2o6CgAJlMhqmpaZVw/AjRTygUMn/+fE6eOMnu3bvJzMxEW1ubN15/o16FsuLiYrZs2UJZWRkzZ8zEzb1hT7+2ori4mLCwMAwNDFGqlA0eI5VKuXz5Mq5uriiVSqKiojAyMsLUzJTBQwYTHBxMTEwMzz33XJesrqUWeOqi9uNpe9QiTwdFHc3TMXlY7FELPV0XpVJJdnY2ly5dIiQkhL/97W8MChiESqUiLz+fDevXs3jJklYRelQqFSnJKcycMbPB/Xl5eXj4D8FbYsI3a79h2LBhREVFMWzYcAwNG46ymDFjRiNt5bJ79+6qCiIVcpydnVm8eAnm5uY1x5SXy4iJiaa8rByAFStW/Fm6uHkvfmo/nqdLawntLq6u/LH3D3bt2smEwAno/OnzUFmp4OzZs4SHh1NRUZXK17//gAZTrkxMTFEqlZw5c5bTp0+jUqoQiUVMnDiRXbt2US6T0ad3H3bt2olSWYmHhwc3b9zgTtR5NDU0yc7KarR/gwcP5kpkJJmZmXh7e/Ptd9/xzttv14gV1ZSUlGBv1/YLD7Gxsejo6ODk5MSXX32FlqYm8ooKymw1niiSKDo6moSEBD7++OOayJ2333mbzz//nOPHjjNm7BgAgtYHYWlpSeD4QP7Y+wd79+5lypQpjbYrk8n44osvMDMz4+uvv2bs2LH069ePLVu2MGbMGFxcXICq1JUFC+azefNmzp8/x5gxY1pUqay5zJ49mzVr1uDl5YWtrS3Lly+nqKgITU3NOh4jLeX69et07979iY2cOxM+Pj5ERUU1KvKkpqYSEhLCmDFjsLOzQ1GhQKzR8ackDg4OZGRkMH369GYdr6enV5MWWZBfwJZftnDo8CEWLlxYI66Wlpaybu06PLp5MH78+FYTP5uLXC5n3bp1lJaW4uzszJw5cxo8bvny5eTl5bFmzRpmzZpFZWUlt2/fZsCAAQiFQqRSKYMHD27Xvj8rqAWehlH78bQtHX9E7YJ09bQt6JjRPLXpKubMahpn9OjRhIaGsv233wCqqgsFBqIvlTJzxgxWr17N1199xZtvvtmg0KJUqTh18iQFhYWYmZnSs0dPDAwMGlwhKywqBPhTSKlLQWEBGFogleqTnZONSqliwoQJZGRkkJiYgI9Py3wmjIyMWbr0JUBFeVk52g1M1kaMGI6OtjZZ2VkYZBiQl5fHc881XSFJzbNBawrtmpqavL38bQ6EHuCntT/xyiuvoKMjYe3adeTm5jAoYBBu7u4U5Ofz69Zf6d27V73KXKBCLBbzwqJF9Tx7/Pz8atL/3Nzd2LFjB0KhEEPf3iiUJcTHxz8y3UFPVxeVSsWMGTPIz89n7759vLBoUc3+i5cukpuT2+rplQ+jUqm4fPkytnZ2HDp0CFQq+vTpg0Qi4YGhDA/Xx1vZLy4uZseOHQQGBtYROqorAhWXFANV0TdFRUW8++67aGpqYm5hzqpVqyguLuZ+xn0qFBVoaGgwbdo0zM3NOXLkCJcvX8bZ2ZmlS5dy69Yttm3bRuiBUDw8PBg6tK5RtkAgwMbGhpiYGAIC6kcbtgb29vb4+/uzYf0G3n//fSS6kkZF7JZw+/btLusv0hi9e/dm//79yOVyNDU16+3fs2cPgYGB+Pr6snnzZnKyc3jhxRcwNjZ+Cr1tPYYOHcqOHTseS/AzMDRg3rx5rFixAqWyKlqmpKSEdevW4e5eZVbf3hEw1Wmc6enp9O7dm4ULFzbaB01NTfbv30+/fv3o1q0bR48eZcqUKTVRjh9++CFHjhxh9erVTJkypcukbKkFHjVPC7XI00HpykJP9SSjows9oBZ7ujL6+vrMnj0bDw8PTExNiYiI4OuvvmLkyJEMHTqUjIwMrK2tCQoK4q233kJDQwOBQIBMVuXhc/nyZQRCISYmxuzft5+wsCPo6eoyefJkPDw8aq5z6fIl9v6xFxfXhseJrSHH0NOT0s/AEl1dCQaGBpw6dYqUlBRmz579BHcoaFDgARAIhAysNZGLiYnhl19+YdmyZVhbNx6lo07V6nzoSCTMnDmTPXv2EBwcjJubG6mpKXz094/Q/1OUtLGxwd/fn927f+ett956qAUBw4YNY9++fbz73nt19tT2d/L27ouriyvZOTlkSMX4utpSWFTEZ5/9B4VC0ah5sVhDA3lFBQKBAGdnZ86fP1+z7+bNm+zZ8wfz5s1t81Sd+Ph4kpKSeO+997gZe5OCggJcXF1w+DOlMrIoAROanliWlZVRWlqKjo4OSqWS06dPc+bMGZycnBqMAkq/l86AAQMAOHPmLD169KiZsFtbW/PySy9z5OgR+nj2wdzcnMTERNauXQtUlUCfO3duTSpet27d+Nc//wUCGv2spVIpYpEYXV3dx/uQmsHUqVNJT0/nu++/Y+6cuTg4OjR74qxSqbh79y7Dhg2r2aZUKklMTGx25EZXQVdXF3s7e27dulWv7LdMJqOoqIjc3NyaaI+hQ4eycuVKli1b1mCVvWed4uJisrKycHN1Q19fn5CQEKytrRk2bFiLhJnIyEi8vb3R1NTkzp07bN26FR8fH8aNG9fuAk9BQQFBQUFkZGRgamrKrFmzHtmHUSNHsXHTRoRCIWVlZfTtW9fgWalUoqxUEhQUxOhRowkY1DaC7rOCWuBR8zRRizwdGLXQ03HTth5GXYmr61I9CbK3s2PUyJGsXr0aO3t75HI5jo6OXL58mY8+/hgXZ2ecnZ25eOkidnb2DB4yhJTkZK5evYqjoyMTJ06kqLiYbcHBjB41Cv/+/pw/d57Tp0/zxptvYtmAMeulhDR0dHQouBzDuuS1vPPuu0yYMIEDBw4waNAgpNL2MXXs1asXt27FcvfO3SZFHlCnanVOBEyePJkVK1aQmJjE4sWLawSeamxtbYmJiWnwbD8/P06fPk1lpQKRqPHXGqm+PlJ9fTL+LKOuL5WiraVNZmYmNjYNf6/MzMxITa0SFwcGBHDo8CHy8vIwMjJi7769jBk9ml49G/cdaS1iYmJwcHTEyMiIgIEBFBcX89NPa/H382NcI55CtUlNTWXVqlWIxWIqFZVUKiuxtLBk6dKlNSWfH0YgFJCRkQHA7dvxzJxZN93T0cmRl156qebfnp6eTYodj0rH8fDwQCRue+P1V199leDgYNZvWI9YLMbPzw9fX99HesNs3rwZPT29OiknN2/exNzMvF0NcDsKfTyrDMl79epVk2IUGhrK2bNncXR0xM7Ojrt372Jqasro0aMxMDAgODiY5cuXP5G/1NMgPj4eNzc3xBriKiHxXjpnz53F0tKS7t27N7sdU1NToqOjOXbsGOHh4cyaNatF57cWigoFX3/9NeXl5bi4uDB37ly0tbUfeZ6jkyPPPfccoaGhzJkzp+bvnpiYyG+//UZJSQkBAQGMdR3L0aNHO7XIE5GWqhZ3GkHtx9M+qEWeDk5XN2LuDNE81ajNmdUYGRkhk8lITExA30AfTU1NPvroIwoLC4m6epXKSgULFy7E0tKK8+fPcfXqVV559RUSEhJZt24dr7/+Om+8/jpffPkle/74Awtzc15//fV6HiLw10P25eGByAaO4NN/f0pSUiLOzi68+ebD0RJtj52dPQdCQgg/E05AQAABAQEIBO3rPaDm6SESiRkyZChxcXG4ubnX29+rVy+Cg4PZsGE92dnZvPTSyzXf67TUNBSKSmJiYvBsxBy5NrXNl3X19EhPT29U5HF1ceHc2bOUlpYikUgQIEAkFlOhqCA/Px8fH58nu/FHoFKpuHDhApcuX2Lxi4trto8dMxZnZ2e2/roVExMTdL0aj35QqVTExcWhoaHBZ599VrPtUavyc+fOJSgoiIqKCnx8fNo0JSk7O5ukxKR28RsRCATMnTsXlUpFZGQk4eHhnD59GlMTUwYMHICXpxcS3boePceOHSMhIYF33323jgARHn6GQYMHtXmfOyI+Pj5cvXqV3377jVmzZpGTnUNERAQff/xxTbRWaGhoTeSpr68v169f5/Tp0wwfPvxpdr3FpKWloa+vj6JCgZOTE05OTmjraHP69OkWiTSenp6cOXOG2NhY3nn7HQwM66dYtwdfff0V5eXlTAicwNBhQ1v0u+zZsycFBQWsXr2aCRMmYG1tTUhICIMGDcLb2xtdXV1KSkrIyMho1jjU0VBH7zQPtR9P26MWeToJ6miezoNa7OnaLF26lP0hIeTnF3Do8GHOXziPu7s7Q4cOw8rSkvLycv7v//4PBwd7Xn31VUxNTTEzNeN2fDxfff01//v6a8xMTfH19WXEiBF1XqBqr57UfsBqaWnj6+fHgQMHnorAA+Dbrx/29nYcOHCAkP0hXLhwgalTptbzWVHTeXFwsOfUyZOAisZMuNPS0rC2tubnn9fx4Yd/AyB4ezDe3t6PJULoSiRkZmY2ut/DwwOJREJUVBQBAQEolUo0NTRQVlalHbR1BEd8fDwhISEsWvQC7u51xS83VzeGDh1KeHg4Hw36iIi0RPxt6744V1RUsHnzZlJTU1mwYEHN9uZMrFxcXPj3v//Ntq3buH79OsbGxowePbrVhZiMjAxWrlyJREdSkx7WHggEAnx8fPDx8UFRoeD4ieOcPn2affv24eLigp+fH1KplPv373P06FFeeumlOp4xGRkZZGU9qJeOpKYKTU1NlixZwsYNG9m6dSt5eXkMHjy4TjpeYkIi4wOrItEEAgGTJk1izZo1DBo0qEOVpC8vL+fixYtkZmayePFitLS08PLyYt++feTm5jbba0ggEPDKslcQioTtbrBcG6lUyowZM+qkfjeHy5cvc/z4cXS0dVi0aBHbtm1DKpXSz6cfAQEBNQKpVCpFJBJRWFjYoFdgR0Ut8Kh5llCLPJ2Arpy2BZ0rmqc26kpcXRN7e3tef+01Ym7EYGNtQ7lMxpUrl9m+fTvm5uaMGjkSHR1tevToWSe9wMraGm0dHeLi4jAxMeFWXBwjR44EGhd3amNmZkZiYkLb3lxTCGDHjh0UFRbx7nvvkpn5gG3B25g8eTJeXt5ci05Rp2p1ciwtrRAIBURHR9O7918TZ6WykvXr12NpacW7776DQlHJv//9LxJu3+bipYtUVFTg7+9fx4OnOchkMtLT02uq2zSGXC7H2toalUqFUqVCQ1MTgUCASqWiUqlE1IaTsSuRkTi7ONO9W7cG9w8dNozjJ44TFxeHzExJaGgovv18KSwqJDo6mqtXr6KtpV2nclZL0NbWZvGSxaSlpbF+/XoyMx+wcOGCR5/YAv74Yy8CgYA+nn0IDAxs1babi1hDzJgxYxgzZgwF+QUcDjtMSEgIMpkMhULBtGnT6qW1nThxos7EVU19NDU1WbxkMb9t/43evXozdFhdw22xhhiVSlXzbwsLC+zt7bl06dJjV4t7Gri7u3Px4kWMjY1Zv349L730EhoaGjg6OpKSktIiQ+lnocrYm2++2eJzkpOTORh6kDlz5+Di4kJERAT9+vVjwoQJDf5GzM3NycrK6jQij1rgUfOs8fRHEjWtQlcVejprNE9t1ObMXZPaPh/jxwciFBzi2PHj6Orq4ujgyK5du/D17Yf4Tw+Sfj4+rPhmBREREZiamPDCiy82S9ypJjU1hcrKSoqKCtvNi6c2mZmZZGZm8tlnnyEUijA3t8DM1JS169aioyMBWr+ksprHw9/Whog2ENcFAgGzZ81m/Yb1aGlp4e5etYp84MABcnJy+OijjxAKRWhqihAIBPy24zfy8vLQ1tbGwaHlfdn9++/Y2Nri6ODY6DEFhQWUl5djZ2eHUqVCAIiEQhSVCgCEbZhqkJOTQ/T167z99ttNHicrl/FzUBDG/o5U3LnLiRMnkEgkWFlZMXXqVDw9PZ84JcLW1pZ58+axYcMG7t+/j6Wl5RO1V5uxY8eQmppKeHg4GRkZLFu27KmmcBgYGvD8889z//59fvjhB8aMGVOvelp2dja3bt1SGy43Aw0NDeYvmN/gPiMjI/Jy8+ps8/fz5+Spkx1K5PH09MTOzg4jIyOCg4PZsmULixcvxt7enrhbcXh5PTqNtKNz4sQJBg0exI0bNzh+/Djp6enY2tryww8/sOzlZehIqp7hxcXFVFZWYmxsTG5u7lPudeugFniaj9qPp/1QizydiC4t9HTSaJ7aqM2Zuy4ioZDAwEC6d+/Ozp07MTMz45N//KNG4IGql+Xp06aza9cuBoyfRlpx1SS0uXnPkydPYc2aNfy87mfs7OwoLi6mqLgYqZ4eHt08GDBgQJt65JiYmKKrq8vmzZt58U/vEUsrK8aMHkNkZCQ9enacF341j4+9gwOLFr3AL7/8goeHO8OHj+DixYvMmzcPsfiv9I2FCxcSGRmJl5cXN2/GNmm43BgpBTLGD2raT0VDrFHjG6GsrKwRH0pLyxCJRK0mRshkMkJCQigpKWHMmDFYWFhw6dIlTExMsGjANL2aGzExiMRiJo4bh5m5OaXjxPQ1t2iwbPWT4urqipeXFytXrmT27Nmtlqbk/KepfN++ffn22285ceIEI0aMaJW2H5e8vDxWr17NoEGD6lTTqub48eMEBAQ0y4xWTeMYGxmTm1dX5BEIBW3y/W1LBAJBTdn02bNns2LFCpLvJuPv78/q1as5evQoI0aMeKopWM2hsrKSuLg4tLS0cHFxafZ5SqWSW7G3yMjIwM7OjiFDhmBibIJMLmPdunU10VrFxcX8+OOPmJiYoK+vj0wma6tbaTfUAk/LUfvxPJpzfxaIeBLUIk8noysbMXfWtK3aqP16ujZOTk58+OGHje6v1DfHZ2QgV65c5u8z5tOYr0lD6Onp8c47b7Nt2zbKyssxMjbCwdGRvLxcDh86TF5uHhMmNp3W8ricORNO2OEwlCol3bv3qLPP3MKck+HXyYnZjsfSpRgaGrZJH9Q8Ozg7O/P3v/+N48dP8PXXX2Ggb1DPG6Jbt+5069adUydPolIqW3yN/sbWhMpkODk5NXmcRCJBW0eHxKREnJ2cEQgFVdE9ZeWtlqZTWlbKurXrKC8vx8zMjO9XrkRfKqW0rJQZ02c0ep5KpeJA6AEGDxrEkCFDgKpS6m05QX7++edxd3dn+/btAK3qRyOVSpk4cSK7du0iKyuLWbNmtVrbLaG4uJjvvvsOT08vxo0bV29/dlY2MTEx/P1vf38KvetcmJiacPXq1TrbsrOzMTMze0o9enJEIhH9+/dnzx976N69OzNnzmT//v0cO3YMDw8P5s6d+8yKWMeOHePatWvIZDICAgKabYAtFAoJnBCIpqYm/v7+NeL3kSNH6NOnT42R+aFDh7Czs+PmzZsIhUJGjRrVZvfSHqgFHjWtTWuIO9WoRZ5OSpeM5unkaVu1UYs9ampTO/x1ts8gPt1/lMJRhfXKUD8KsViDhQsX1ds+ePBgvv9+JcbGxujq6iIWi9HQ1OD+/UwkEh28vbwRPsGENz4+HncPd+bNm18vMsLFxZXAQE3KExJYtWoVS5cubdVUETXPJlpa2owfP54RI4azceMmtm3dVlWS96HvWVx8HEKRiPT0e1hbN9+z6VbsLTQ0NNCXSh95rIe7OydOnMDdzR1raxt2796NkaERlcpKDh06hEqlqvnP19cXc3PzZvfj/IUL7N69Gxtraz748ENEQiFxcXGkpqYyYuTIJtPBDh8+TElJSbNKqLcmXl5eKJVKtm/fTrdu3Vp1wtq3b1/Mzc356aefcHd3x9vbu9Xabg7l5eV88803eHh4MH36tAYjtfbu28uIESPqVeBS03J69+7NoUOHSEhIwM7Ojvj4eE6fPs3ECW2zoNBeDB48mKSkJE6dOsWpU6fo27cvS5Ys4UDIAX788UcWzF+AqZnpoxtqR+7fv8/Zs2d59513QQCrVq3C3t6+2RE91UJzbTw9PVmzZg1Tp05FLBbj4uLChQsX6NGjB/n5+S3yKnrWUAs8alqT2uJO9Xxu3RO2Kfr000+fsIm2Z+V3qz4dPbhjD/jtiZWJHhm5xWSm5WJh13EH0JZyr7CIzAcFWFp0DhO35mAnMcBOYkBqaSHpuYXYGLe/l4qap8OlhDTSc6v+7gNN7Wq+CyAgPi4eI2OjVlsN1dXVw8zMlH1793Hn7h1u3YojJjqarKwHREZGoq2tjb29w2O1fe/ePQ4eDCUwMLDR/mY+KCCgT2/09PT49ddfSU5OpqCggMzMTMLCwmpepFNSUigrLUUoEiFtxuRdzeNzr7CoXcZasViMp6cnV69d5cTJE9jZ2aGv/9d13d3cuXvnDocOHfrze9i8aE55hZyLibfw6flokcLY2JgjYUe4du0a9+7dQ1NTA4lEgqODI9ra2giFQsQaGigUFezduxcXF5dmmYkqFArWBwUxY8YMZsyYUSPomJqa4uzs3GQqmFKlYt26dbzx5hsY1KrwZaVlzOXsu9jqt+3fxsrKivPnz1NYWIizs3Ormg/r6+ujpaXF4UOHGTp06KNPaCUUFQq+/t/X2FjbMH/B/AZTa2JjY4mKiqoSHJ/x1JuOgEgkwsjIiK1bt3Ly5Eny8/MJDAx8rEp5zxICgYCePXty5swZXnzxRQ4fPoyhoSGGhoZERUVx6fIlXF1dnxnT4QcPHhAUFMT48eNxdnFGW1ub7Oxs4uPjsba2Rk9P77Ha1dXVJSMjg/3796OhoUH37t3Zu3cvc+bMoWfPno/d7tMmIi2VvlJXrLS6zhyrNahekKx6V1VTTbXA4+tqW2cet3/dzxmffvrpY2s96kieTkpX9OfpatE8tVGbM3cdHmWmXFZWSnpGRqubJ/fp40mfPp51tikUFfz735/i4tz83P2HMTYyQiqVcvHiRbp1615v/7XolJr/9/b2ZtvWbVhbWZOXl0fm/UzcPdxxcXFBQ6xBSkoy586f5/6ePZiZmdG7d2+8vb07dOi/mirj1hdeeIHIyEiCgtbTv39/xo4di0AgQKqvz4uLF3P7djzrg9YzcGBAs3xybGxs0dXV4/jx40yePLnefplMxvXo61y+fJmM9Ax69OiBf39/nJ2cEYsbf3VycnQiKCiI1157rUkvHYCLFy+iqalJv379Hv0hPERJSQkisQibFkQvtTbz5s0jODiYK1eusGD+Atzc3Vqt7f79+3Ps2DGCgoKYPXt2m08GlUol33z7DUZGRixctLBBAaeyspK9e/cyZcoUdUWtVqRXr14YGhpiYdE2XlKtQWFhIfHx8ejo6KCvr4+xsTESiaTJsUYsFlNRUYGdnR12dnbs2bMHiUTC9OnTkUgkrF+/nmXLlmFlZdWOd1Kf6Ohodu/ezYQJE/D19a3ZPnbsWMLDw1mzZg2mpqb4+PjQt2/fFlfpmzNnDsnJyRw5coR9+/bRq1fvp37Pj4s6eufJUfvx/EVtcactUIs8nZiu6M/TVUyYG+Nhc2ZQCz6dheZWyhIKhcjlMiwtm55gtgZbt27FxsYGK+vHf2HTkUh47bXX+Pbbb1mx4n+Ympry/PPP/1lRq4rq0ukpySloamkyZsxoaODl2szMjMNhYYwcMRJXVxeiY2JYtWoV48aNY8CAAY/dRzUN074+aAL69vXB3d2DLVs2s2XLZubM+cvbwtrahkplJRUVcjQ1qychKvLy8sjKyiIrK4u8vDwUCgW6El3c3d1xdnEm+sZNaks8SpWKixERHDx4EHsHewIGBtCjR48mhZ3a9OzZk8GDB3Pi5Almz5rd6HEqlYqTJ082mOLQXJoq4R6Rloq/bf1xoqioCIFA0CLRJOtBFlFRUQwbPoy9e/cSFxeHUChEV1cXExMTMu9nsi14Gx999FGrTdLv3LlDeXk5ubm5fPnll/znP/9plXZro1QqKS8vp6ysjC1btqCpqcnSpUsb/VsfOXIEczNzunevL0areXwEAgF2ds/2xC8uLo6DBw9ia2NLQWEBubm5VFZWYmRkRP/+/Rk8eHC9c8rLy2vSOF9++WWAOqJQ4PhAtm/fzvLly59KVJhcLicsLIzz58/XE3igKgpn3LhxjB49mpiYGEJDQ1EoFA3e66NwcHBg6dKlZGRkYGjQMX311AKPmtakNb13GkMt8qjplHQFE+bGqC0AqAWfjsvDZSabu/qhpaWNhYUlKSmpODs7t0XXarh//z5jx46lJQbPDWFkZMyoUaM5fPgQxcXFXL58pd6L5M8//0xiYiIBAwc2KPAARFyMQCQSMXrMaACcnJ0ZOGAgGzdtJC0tjWnTpjV7sq6maaojJ9t7rNXT02PZy8vYtXsXq1b9wOTJk3F1dSUjPR19qT6amlqUl5URGRXJueyQy44AACAASURBVHPnKCkpxcLCAjMzU4yMjNHQ0KCwoIDdu3eTnpGOdm9XVm3dhZeDJZkPMomJjsHExIRly5ZhbW39WH0cOHAgn3/+OfeHNlxqvFKp5NzZsxQVFRHwiOpejSGRSEAF+fn5mDzka9FX6kpkUUI9oWfnzp1ERkaiUqkwNzNn3Phx9OjR4+GmyXqQRUJiAnp6ehwJO8KDrAcYGRlx4uQJxCIxs+fMRqlUkp2dTWlpKdbW1kRHR7Pn9z3Mmv3kZslxcXFs3ryZcePG4eXlxeeff45SqWy1iXBUVBS7du1CJpMhFAoRiURYWlqybNmyRkWqW7duceniJd5+p+ly9mo6JzY2NqhUKqZNn4aRkRFQJeJkZWWxZcsWtLW164kkOjo69OvXj5CQEGbOnFmvTV8/X65ERhIREdHuixA5OTn8/PPP2NraIhaLmxzrIiIi+OOPP9DX18fB4fHSsqtRR/CoUVNFnblaQtsIPuq33U5MV4viqaZ61T/izzSPrir2QH1h4OGBRC36PDs8rqjTEAYG+uTn5z9plx6JXCZHqvf43jcqlZI7d+4QGRlFZOQVJkyYwNGjR7l9O54BA/rXKZmdlprGokWLmlxFVyqV6Orq1tlmambKW2+9xfbt2wkODmbBggWP3V81dakt9ED7jbUisZhZs2Zx5coVfv/9dzQ1NdHU1KRCUcGvv/7CrVtxuLu7M23qNFxcXWhIhKyuFCeTlbM/7iqx9x/gYmLEa6+/hpnpk6X3SSQSpkydyvr163nllVfQ1dMjNTWF69euo1QqiblxA4lEgrGxMRUVFYhamP5QjZ6eHgcPhjJ/3vx6+x4Wenbv3k3szVhef/11pFIp586dY+vWrZiamjJy5EicnJyQSqVUVlby/crv0dbWRiaTMWDAAF56+SX09PTIyclBT0+vwbLhQ4cO5csvv8TE1AQDAwPS09NRqVRcuXKFyZMn15sAN8aNGzf49ddfmTx5MgMGDECpVGJhYcFnn32Gnq4ehkaGzJs375EpI9Vl76tRKpWUlZVx8OBBIiMjef655/H08mxWal9eXh7bt29n4cKFaq+vLoq1tTXDhw9n7dq1Nb8hbW1t7OzsePmll1m9ZjW6urr1RNNx48bx+eefM2PGjHrfNYFAgJeXJ2lpdZ/9bU1+fj7/+9//8Pf3R09Pj5s3b6KtrU1q6l/vh9XjE0BpaSk6Ojp88skn7drPZwW1wKOmrWnsff9JjZfVIk8np6v48TTE01ppfpZRiz7PDg+LOtA6ucqVlQri4+MZPz7widt6FBJdCalpqbi4NjzOJNy+zZZfttCrVy/s7Ozo3r0HEomEixcjSLidQGJSIkKBEFs7W5YsWYKLiyvu7u6sXr2GiIgIAgKqohzuZ9xHLpfj+ogqHyYmJuTl5qGsVCIU/bXqr6WlxaznZ/Gvf/2T//73v7zxxhvPjOFlR6dGVG/3sVaAj08/+vb1IfbmTcLPhGNra4uLswszps9AR9K8ykdaWtrM7NO/JnT6SQWeavr5+JCfn89333+HQlGJvlRK/wH9EQpFvDliOFI9KVu3buX48eMEPkZ1LJFQyGuvvcY333zDjRs36NmzZ71jqoWe00mJXMvJ4tWXX6pZSR8/fjxDhwzl4KFD7N+/n8KCQjQ1NdHQ1MDYyJh33n2n3qTU1LTxakD6+vrMnTuXkJAQZDIZlpaWVFYq6devH3/88QcWFhZNmmKrVCo2bdrErdhbDBg4oCayQfjnfUZFRVFZWUl0dDT//e9/mT59Ol5eXvXayczM5Pff95CSkoxUKmXKlCncv3+fI2FHUKqUGBkZ8dZbbzW7Qp9cLmfz5s0MHTK0zSMj1TzbDBkyBJlMxrq163j1tVeroukAM3MzXnzxRdavX8+MGTPo06dPzTl6enpoampSUFCAoWH9NCVtbW1KS0vb7R4qKyvZsmULlpaWnD17FkNDQ+zt7Tl69CixsbFoaFQtrMjlclQqFTo6Oujq6jJv3rx26+OzhFrgUdOREahUqqfdh0fi4uCh+urjNU+7Gx2K6iierizyVFNtxqwWepqmofxQtejTerSVqPMwKpWK4OBtPHjwgLfffqfV26/N0aNHuHD+Au+9916Dk+o7d5L48ccfEYvEGJsYk5eXh1AoRCKR1JRHdnWtb9b65Zdf4OHugZOrD/62NhQWFPLFl1/w6quvNundoFQq+e677zA3M2f+grrRDUePHuXcuXN079Ydia6ECRMmPPkHoKYOnWGsbWsjxNpk52SzcuUP2NraMn/evJpJY0vYsWMHmZmZvPnmmzXbSkpK2LRpE7q6uvTq1YuSkhIu5MYyetSoBn16oGrcyMjIICEhARcXF2xsWs/QOTQ0lPDwcEaNGsXNGzcpl5XTu3dvMjMzSUtLQy6X1/ib9OjRgwsXLvDPT/6JWKP+OmR1dNCePXuwtbXF3d0dY2NjvL29uXTpErt378bby5shQ4cQHh5OdHQ0CoWC5557jr59+7ao30qlki1btqClpcXs2bObFfWjpnOjUqk4EHKA2FuxLFy4sI65+r1799iwfgNDhg5hyJAhNd+XrVu3oqOjw7Rp0+p9hw4ePIhAIGDcuHHt0vft27cjk8lYtGgR4eHheHt7o6uryz//+U+WLFlSR8jcvHkzIqGIefPndcnvvlrgaX0uJaSpjZdbwAsj+11RqVQtr8zwJ+pInk6MWuCpQp2+1TzqRfk85OcDatGnJbSXqPMwFRVyUlJSCGyHSJ6RI0dx5fIVjh47xqRJk+rtd3JyZuLEiVy/fp233lqOQlFBfFw83Xv0aPSlMSMjnYKCAgInBBIblwmAvoE+ffv2ZfPmzQwbNoxBjfiYCIVC+vbty6VLl+psz8rK4tixY7z88svo6ury05o1BAYGdskX17akM4y1tc3r23q8MzUx5Z+ffMLu3bs5dPgQ06dNb3Eb48aP56uvviT04EECx4/nQdYDVq36EUcHB7R1tAkLC6OwqLAqjXFU44bMAoEAa2vrx/YhaorAwEA8PDzYsGEDTk5OeHp5EhkZibm5OZMmTcLY2BiBQIClpSVCoZCbN28SdiSMwMD6Y5hAIKBfv364ubmxf99+bt64SXZONr9t/w2AufPm1kRSzJw5k7i4uJqqQC0lJCSE0tJS5s+frx4r2oHqSfWzjqm3J46mxqwN2c+Ufr54elZVnbSxseGNN99gw4YNpKWlMXPmTLS0tJgxYwarVq0iPDy8ntG6rq4uDx48aJd+HzhwgOysbJa9sgyBQFDTl+S7yYhEojoCT2JiIikpKXzwwQdd8ruvFnjUdAbUIk8npKt68TwKdfpWy2iO6FMbtQDUur46j0tISAhOTk708fR89MFPSFRUJAWFBbi5Nf4ipFAoagxTxWINejSQVlKbGzduYGVlVatCUhUzZsxg185d7N+3j/7+/Rtc5a/qUxTe3t51th06eBBnZ2ecnJyAqopeKckpODg+mYmkmobp6GNtewo9GhoaTJo8ic//73NGjRqNfgs9X/SlUpYuWcqGjRt58OAB99LS8PL0rBM1cP7CBc6eOdOoIXN74OLigkQiYcCAAfTs2bPJqmKenp7ExMQ0KPJUY2BgUBOtp1KpKCsto1xWXuMjAhAUFISenl6DAvSjOHv2LLGxsbz55ptqs/ZGaG1RpiNNqH16uGJgYMDe8+fJ05WgU8unasDMGaScv8DPP//MsmXL0NbWZtHCRaz6cRWDBw+uI5rY2NgQHR3dJn1MTU0lISGBjIyMGo+s1197vY65eGlJKbt/310vlfLBgwcYGho+syXt2xK1wKOms6B+cnVS1FE8DdPRJx9Pk6YEi0cJQM2hI4pEz4KoU82VK5e5dOkS2dnZvP/e++1yzZMnTyLRkTRZMcPKyoozZ84SHX0dGxsbjI1NmmzzwYMHDZo5CwQCnnv+OW7evMG169fw8fEhNzeX4uJiBAIBJSUlWFtZk5mZyaJFi2rOy8/P58bNm3zw/gc12/r07k10dLRa5GlDnpYpc2vRnkKPlpYWikpFnYliS3B0dGTe3Lls2rwZbS0tJk2eVDORVKlUXLp4EVvbqnuonrhEpCUAtKvYo6xUNmja/DB9+vTh2LFjyOXyZk0yBQIBEl0JEt2/0t2Ki4tJTEjk4398jEgkanYfVSoVhw+HcfnyJV599dXHSqHrzNQWdrr6JHi4TV/k+lncDr3CC7WeOZFFCTgOCiA3MpK1B0Lo5+ODQCBA29WZ0NBQxo4dWyMcmpubc//+fa5fv17Hy+dJ2blzJ/Hx8fTq1Qs3NzeGDBmCpaVlPcFy7769KJVKFi9eXGe7v79/Vdn0A6FMnDSx1fr1rKMWeNoWX1dbziWkqlO22gm1yNPJUEfxPBq10NP6tMaA3RolBNt6MvYsiTq1ycvLY9++fcyeNRt7B3u0dXTa5bpvv/02P/30E5s2bWL58uU0VMXIxcUFa2srdu/eTXFxMS+88AK9evVutM0xY8awYsUKCgoarg42cdIkfv/9d1xcXAgODiYtLQ0NDQ1EIhElxcXo6emxbes2SstKmT17Njt37sTBwQET07/Epd69+7B58yYmTpzQaDl2NU/O0zNlbh3aS+hJSkpCJBTx9ddfIxAIEAgEyOVylEolIrEIAwMDSktKKSkpQVdPF7FYjEgowtjYmOEjRmBvZ4eVtTVCgYApU6egUasqXUJiAg+yHvDqa6/WuebTiOpRVCo4ffo0VlZWTYon5ubmmJmZcfTo0SajeZqioqICgVDQIoP18vJygoODKS0tZfny5epKWrVQizsNM2LECFauXMmvv/7K9BnTkehIaj4fzwBH1q1bR3JeNH5+fvTp40lCQgIx24Px9vau+W4Onj2Lndt/w9XVtVVERaVSydWrV/n444/rVZusjVwu5/r167z5xps10bbVCIVC5s2dxzfffkOPnj3axXQ8+W4yVtZWTy16SC3wqOlsqEWeTog6iufRdAbviM7GkwombRFN9LR8dVpKZuZ9DA0N6f5Q+dbWQ0VOdk5VWWJh1SRUKBSSlnaP9PR0lEolDx48wNzcot6Z2to69O7Vmzt37mBsbFwnnaIhTE3N0Nc34Oz5WKb7+9XZd+XKFc6eOUNFRQU/rfmJgsICHBwceOWVVwC4ERNDWNgRNDU1UVQqCAoKwsrSkmUvL6vTjrW1FSrgcFgY/f37Y2CorrTVlnRkYb36914tQreF2JOSnIKrmxu+vv1QKlUolZXs3bsXP39/HB0cuHfvHnp6euzavZtJkyehrFRSoaggOTmZNatXo6WlhaWVJRUVFfTpXTcaICrqKo4OjnWEn2raU+hRqVRYW1lz584dlErlI48fMGAAp06eemyRp6UkJiby22+/4eHhwcKFC1sU/dOZUYs7TaMh1uDNN97kwIEDrFixgoULF+JgXxUhKhaLeeHFFwgODmbHzh0olUoK8gvo4+nJyaD9DB0yhOHDhxNFIjZ+vuy5GIHrQ5Uqm/O73L59OwkJCYwfPx4Hewdu3LyBoaFhkwIPQExMDLq6uljbNOzDpSPRobCwsFnRd0/KrVu3WL9+PQsWLGjViKbmohZ41HRG1CJPJ0IdxdNyOvLkQ01d2iqa6FkUdWpTXl7G+vXr8ffv32bXyEjP4NvvvkNLS5OqgoyqKsFHIMDK0orUtFRiYm4wYkR9kScjI53DYWFMmTKF/v0HNOt6vXr15Nq163joSnBwdCQ8PJyYmBgK8vMZMGAgJiamyOQy9A30GT58eM15PXv1omevXo++gEDAC4te4NjxY+zavYslS5Y085NQ87h0dGG9LaN6YmNjGTNmDB4eHjXbDh8Ow9TUhB49etCjRw8UlQoOHjpEbm4uBgaGWJhbMHjQYBSVCpISk4iJiUGqJ623Ih8Xd6tJT5r2St/67rvvKCsr4/XXX0dPT++RxyclJWHQQMnp5iIUCB99ECCTyQgNDSUmOoYZM2fQo82E8o6DWthpGZqamkybNg07e3t27drFu++8W5MuKdGRsGTxX8+XzMxMNm7cSI8e3YmJiSE5JYXZs2dh4qjB9u2/8bz3X1W2qgXYhqj+nZ47d47Y2FjKy8u5ePEioQdCcXJyYuqUqUCVuHrjxg1SUlIwNTGlW/du6Ovrk5eXx+nTp+nZhEeeQCCgZ8+ehISEsGD+AnQk9SOEq98DHkVRURHbt2/H3NycKVOm1Nt/7NgxrCyt+GPPH1y7do05s+c06rvX2qgFHjWdlacm8ggEgnHA94AICFKpVF88rb50JtRRPC1HLfSoqeZZF3QeprCggNCDoWhoaHD1ahQ6OtoEBk5o9WoYSpUKsVjEyJEjGTBgAFpaf63sKZWVfPjhh5w9cwY/Pz/09PSorFRw+PBhIq9EUlZehqOjI35+fk1coS6TJk1GSTjB27dTXl5lpurn58fwYcMRiVtnhd3axppBgwZx4MCBVmlPTfPoyONtWwg9ZWVl3E1OJicnh/MXLiAABEIB5eVlqKoUVQDEIjHTp0/j99/3INXTIzc3l7lz59K7d2/c3d1xd3ev17ZSqaSosAh3t/r7HqYto3r27NlDSUkJH3zwAVpaWo88/v79+8TExPDhhx8+2YVVTe9OSkpi+/btODk58f777zc4ie1KqMWdJ8Onb19OnTzJrVu36N69e4PHWFhYsHz5coKCgujZsycFBQX897//RaVUYWFZd5Gksb9B9e+0UqnkUEw0w+bO4fTp02g7OvLJK69QWVlJUVERcrmcHb/tIP52PJaWlly/fp3ff/+d/5+9846L6kz7/vcMAzP03qsCYkGQpqBiw25id2Ms0SRuzG7KZjdm932fZ5+Ubcnus7tvzJaYxJhEk7WX2LsgiF1EwQY2OoLS65Tz/kEgIEUGBmHgfD8fPjpzzrnPfWDOPef+3df1u4yNjVFr1NjZ2TFlypQ2r2np0qXs2bOHT/7xCS+9+BKOTo4N227dusWGDRtwcXEhIjwCTy9PbKxtUJoqmzyD3Lx5k82bNlNaVopKpWp2jtraWrKzs3n33XcpLS1l3bp15Obl4unZ9c9jksAj0ZvpFpFHEAQj4F/AJCALOC8Iwm5RFK91R396A5fS8iSBpxMYukmoRN9CparlP//ZSHp6GlGRUbz33nvcv3+f7du3c+7sOUaOGsmUKVOf3FA7sbe3w9nZmb1791LwoIAFP/lJwzaZzIh58+Zx+vRpVq/+mODgYLKyssjLy+eZZ2YQFhbeIdHJx8eb5/7wB9QqdZes6Gk1WmJjY9s0jZboGgx5vNW30KNUKnF2diY2NhaFQoGICCKYm5nj4+3TZN9hwcMYFjwMlVrFu+++h5W1VZttl5aVYiSXt9vnoyuEntraWs6fP8/KlSvbJfCoVCq++uorgoKCsLW17fB5BZlQ97tsAVEUSUhI4NixY/zkJz/p09E7krCjP+rLkp8+fbpVkQfA1NSUxYsX8/Hq1bz66krGjx+PQqnAVNk+kbH+7/Sg4AHyOxVEPxeM/xhnvjq1gz9/u4HKqioEQUCjVmNqZsak5cuI7u8L1N2PGRkZ+Pr6PvF7uaS4hL379lJcXMyjh49Yv349b696G4Dz58+zb98+li1bRk11DRcvXSTuZBwlJSVoNBpMTU1RqVSoalWYm5szLGQYyZeTWbJkSbPzVFRUYGJigkKhwMnJCXt7e8rLy9v1u+gMksAj0dvprkie4UC6KIp3AARB2ATMAiSRR6LbMHSTUIm+g1arJTU1ld998EGDyfKAAQH85je/4dy5c+zevZvc3Fzc3d1JT08nIiKC8PCIDp9v06ZNFBYWolAoW6xIFRU1kqiokezYsZ3c3FxsbGyZP38+Dg6OLbSmG10Ssi2KbNu2DbVa3RDWLvF0MeTxVp9Cj0qlorioiHffew9lO0QQgNSUVExNlQ3eH61hYmKCVqvRqT/6Tt86e/YsNjY2eHu3r5Ldzp07EQSBhQsXduq8rU1gNRoN27dvJzMjkzfffPOJHmG9FUnc6RoChwaya9cuqqqqMG2jAIKdnR3PPvsMa9euZeazMwkODtZ5MaToURG2dnVCqIuLC7965mWOHjtGyJhhuLm6odaokRvJm6d9KRU8zK7zG2zr/j50+BByuZypU6diZWXVYBR969YtduzYwbRp08jOzqakpAQLCwuUSiVqtZrKykqsrKzo168fVlZWZGRkkJCQwMsvv4yVVXNh2sbGBkEQyMvL4+7duxQVFbVb8OooksAj0RfoLpHHHWicaJoFjOimvhg8UhSPfjHkdAKJvkF6ejqOjo4oTZsaIspkRkRGRmFmakZaejrXr9/AycmRXbt2kZh4msDAQAYODMDNzV2n8xU9KmLq1KmMGjW6zf3mzp2n87W0RPLVjAYRoCt4+PAR5y+cZ/GixRQUFmBpaYmZmZne09wknoyhjrf6MmROS0vDw8Oj3QIP1AknAQMCnrhf0aMiZLKOpTfqK6qnqKio3ULK/fv3SU5OZtWqVZ2+FwVBaJauJYoimzZtoqqqitffeL1dkUW9DUnc6VpMlaYEDAxg/4H9zJkzF1kbn+OI8Agc7B3Yvn07t2/fZt483b4/FUoF1dU1P75WKJjRyKhcblQ3xWvr71wv5j5OraqWa6UlxMRMoNDYhMKaanhQDcCpy0nIvDy5kJdLfxMFNjY2GBsbI5fLkcvlCIJAfn4+SUlJVFZW4uvry0svvYSXV8vjuyAI+Pj4sG/fPgoKCrC1tW1SDVPfSAKPRF+hu0Selka9Jl/HgiC8ArwC4GDn9DT6JCHRgKFOPCR6P6Iosnv3bubPn0/LQykEBQcTFBzc8LqsrJQNG77l8OFDHD16hKioKJ59dma7z2lqZsaFCxeIiorq8KSxJ2HvYM+SJUtIPHWKsrJyysvLqa6pxtzcnOeee46BAwd2dxf7FIZsytzZqJ7k5GSCG92r7cHX15f4+Hiqq6vbrHxz89ZNnJ06/vykD6EnOzsHR0eHdu1bHxHQmTStegShebrWnj17KCoqYuXKlRgbN6821luRhJ2ny4L5C1j75Vq2btnCggULmpmhN6Zfv344Oztjb6+7qOHk6ETBgwftNj9uidY+D8UlxRy+/ojIBYObvb8l9hoatYbffvQGVyrvNdmu/uFfOydH7Ib+WAQhD8hrxUQawKSfD7dSU/GPCGfQwIFcKymGkuIm+zQeg0RR5OrVq6jVavz8/FqMEGoJSeCR6Et0l8iTBTR+YvAAchrvIIri58DnAL7eAU+wz+u7SFE8XYchTzwkei+ZmRkYGxvj3w4z1XosLa2YNm0aX321jp/+9KesW7cOlUrV7sibJUuW8Pnnn7FhwwaWLVvewZ73LIKDg5tMrjVqDTt27CA/P5/r169z7+49BgQMYODAgfj4+EgllZ8Chiqud1ToycvP58bNm21Wv2qJCTExpN9OZ9OmTSxfvrzFfbSiSNqtNJydm1e804XGQg/olr5VW1vLvXt3WTB/frv2l8lkTcym9UlsbCw3b97ktdde6zMCjyTudA+mpqasfGUl675ax7bt2/nJggWt7ltQWEDqtVTmzdc9CtbMzAwra2tu3brVpDKfPjAxMaGmpqbZ+1evXMW3vy/37t0jLzePUI+6z5VWq+Xhw4fk5OSQm5tLTk4ODg4OzJzZvsWkgQPcOL3hMJcuZTNhVTiuLi7N9jl5O5XS0lJKy8rIz89HparFzMycPZcuolAocXCwx8PD44kisXQvSPQVukvkOQ/4C4LQD8gGFgKLuqkvEhJtYqgTD4neR1ZWJt999x0REbr761hbW1FdXY27mzsrVvyUf/3rnxgZGTFz5qwnrgJaWFgwdcpUduzY0dGu93iM5EaYmply+PBhfHx8mDlrJmlpaezZs4eHDx8SFBREeHg4/Xx8QErr6jIM1ZS5I0LPlSvJRISHY2lpqdO5ZIJAUFAwiYmnWtxeWlbG+vXrKSgoYOHznfO2gR8nRbpG9dTU1IAIdvZ2XE66zPkL56msrMTIyAhBEFCr1dTW1qJSqVCr1FTXVCMIAqdPnyYqKqpTfVYoFMhkMu7fuw9A/Ml43nzzzXabUBsqkrDTMzAxMeGlF1/ioz9/REZmJl6tVIoyMzPDz9ePf/zjnwwaOJBJkya16eXzODOmT2f37t386u23MWojYkgXSkpK2LhpI17ezcfe5ORkYmJiiIyM5Iu1a/npihWkp6dz+PBhzM3NcXV1JfVanb1qSMiwdp/TzNSMZcuWceDAAWqqq5tt37t3L/Hx8Xh7e+Pq5kqk52BChg3DyMgIrVZLTk4ON2/eJOGr/fz2t7+VFmUkJOgmkUcURbUgCK8Dh6grob5OFMXU7uiLISNF8Tw9JKFHoidQVFSMnZ0dEydO1PnYbVu3ERwUjMzICHf3OqFn8+ZNPHr4iBdfeumJx9s7OFCrqu1Itw0Gdzc3RowYwTMznkFmJMPX15epU6dSUlzCpUuX2Lp1Kxq1mrDwcKKionSenEu0D0M1ZdZV6HFxduHIkSNotFqdJ2g2NtZUVVU1e7+8vJzVH3+MnZ0dv/3tf2Ms11/Uiq7pWykpKYiI/OlPf6KqqgqlUsno0aPRaDSIooixsTFKpRJTU9OGn+zsbPbv309sbCzPPfcc/fv371Bf5XI50dHRfP3N17i6ujJ+wnisbaw71JYhIIk7PQ8TExMmT5rMvr17efXVV1tcTDE3M+fll18mLT2NQ4cOkZKSotMizpAhQ4hPiOe7b7/l2Wef7XSqY1paGt9+9x2jR41iQkxMk21lP0TQ+A/wR25U573zr3//GwcHe1atWoW1jQ1HjhymorKCKZOnYGWt2/0WNHQoQUOHtrgtKiqKixcv4u3tjU8/H3y8f4yulclkeHh44OHhQdLlJLKys55oSi/RfUT4eZCYntngayfRdXRXJA+iKO4H9nfX+SUkdMVQV5gleg9ubq4UFBTQmhdPaxw8eJD7GRn88q23Gt7r378/K1as4O9//zsPHuTj5NR2Wkd59Pl9ywAAIABJREFUWZleJ4ytUX9/dQchoaGEhIY2e9/axprxE8Yzfvw4srKzOZ14ms/WrOH1N95o0xNFonMYoriuiyHz0KFDOXXqFGfOnGbUyFGt7qcVRaoqKzE3N29479GjR81W/EVRZO3atdjZ2fHaa6915jJaRReh58CBA0RFRWFnZ0doaCgfffQR/fv3b7PSlqenJ6GhocTGxvLFF1/g5ubGkiVLOjR5jYyM5OzZsxQWFjJ8+HCdjzcEJHGnZxMxfDhxJ09y48aNVsuqC4LAAP8BFBYUcuvWLZ1EHkEQeOnFlzhw4ABbtm5h5SsrO9XfM2fPMGXyZEaOHNlsW1Z2Nh4eHg2GzoGBgbzxxuvY2dpx5swZ4hPisbO1Y8nijt2vbWFvb8/KV18l6dIlTiWcYsvmLfzyl7/ExsamyX4eHh7k5uS2KPJoRZHLSUnExsVSVVknkDs6OREVGcngIUP0FgklIdFT6DaRR6JzSFE83YOhrjBL9A4qKipQ1aoAkWup1xgQMAD5E4SX3bu/59y5c7z66kocHJuWNHd0dCIiIoL169ezYsUK5HJjdu7cgZGREb6+fjx8WMiE8RNQmpqS/yC/ySSzK+nKylqdQhDw8PBgwYL5bNu+nZ07d/L8889DvY+IlMaldwzVG609UT2CIDB79mzWrFnD0MChrZqHXr92jQ3fbuDll17G398fURRJupSE52Miy+07dyh8WMgHH/xO79fTmPaUWa+urqa6upqJEydibGzcUH3n8YpXLWFiYsLkyZOJjIxk7969/OUvf2HI4CEsXLgQuXH7HluvX7/Oxo0bGTNmDNHR0ZiYmLT/Ans4krBjOBjJZDwzYwZ79uzB39+/7h5oheBhwRw+fJg7d+7g069fm5W5GqNQKBg5aiRfrv2y0/1VqzVYtBKhmpmRgYura5P33FzdqKys5MiRI8ycOZMRI7quULKLszPTpk0D4MiRI2zYsIGBjYQzW1tbXFxcycvLa3bs9evX2bd/HybGJsyYPqPuWUgUuXfvHnFxcezatYtx48cxYviIXjVWSPRtJJHHALmU1nwAk3i6GOIKs4ThU2+EuGnTZi5cOM+sWbOJjo5ucd+SkmJ27drF7fTbvPbaa7i6urW439SpU/niiy/46MOP0IoiAQEBqNWVxMXGYqIwITExkXHjxlFcXNKlZU0NCkHA3c2d+Ph4Nm7cSNqtW2hFEX9/fwIGBDBgwACsrNtX7UOifRjimNseocfV1ZVRo0fxzfpv+NnPftawSg5w7fo1jh45Sm5uLpYWlny57kuUCiVGciNUtSpe/dmrTdo6dvQogwYOemor0m1F9ezbtw8nJycePXzEv//9bxDAysoKZ5f2G0FbWVmxaNEicrJz2L5jOx988AHRY6KZNGlSqz5ioigSGxtL/Ml4li5dir+/f6eusSchiTuGyeDBgzl37hxHjhxpEClawtzMnDlz5vDN+vVUV1cRHDyM5xcubFflLBtrG4pLijtVaQtAVVuLXN7cz6a0tJRTp07x6qs/jjmiKJKRmYGTkxMLFizgwMEDBAcHP5Xo1gkTJlBRWUnsiRNUNzKIXrxoETeuX2+yb3JyMrt372bu3LkMHjy4ye/H3t6esLAwMjMzOXrsGAcPHMTVzQ1nJyfMzc2JiYlBoVB06bVkZGRw4eIFRo4chUsnjfIlJBojiTwGihTF0/0Y4qRDwrDx9x/Aa6+/zv79+/D19eXhw8Im20VR5Ptdu0i9lkpZWRn9+vXj9TfewKmNMspmZub84hdvIYoiNdXVKB9LAbl48QKbNm3C3t6e4cO7bpXO0BBkAi6uLvTr14/JkyYjyATSbt3i+vVr7N69GysrS7y8vBERUavVqNVqFAoF48eP73TFo76KIY657RF6Jk6cRHZ2Djt37GT+/PkIgkBBQQHrvlxH9JgxzJ07Fzd3d8rKSnmQ/4CKigq8vb2bpE9qNBrS0tP53QcfPK1LA1oXevLy8qiurmbDtxsYFjKM4uISzMxMOzRhcnN34/XXX+f69evs2LGDM2fOMHv2bIKCgprtW1RURGxsLEsWL+kVAs/Zx8pOS+KO4SEIAvPmzeNvf/87fn5+bX4u66s+1tTUsGbNGuJOnmTc2LFPPIeJiQkKEwUn4+NxcXZGEARqa2sZOGhgE+G4LbSiSFZ2Nq4urs22xcfHExQUhOsPkTz5+fls3LiRzKwsli1bxrBhw0hLT2fb9m0sXrS4Q0JTUVERGzdupKq6CpVKhUatwc3NDf8BdYsnjo0ikY+fOEFCfDwhISEMCxmGpaUVAmBtY8OOHTtIOJVAVNRICgoK2L5jB6/89Kd4eLSeOuvp6cmLy5dTUVFBbm4uZ8+d43xcLKdPnyY4OJjIyMg2j+8M27dvJys7m1OnEhk9ehTTpk6T0sAl9ILR+++/3919eCKffPzP9ydFP9Pd3egR1EfxOHvadXNPJAA8rKzwsLLiYnoW+Q9KcHHuvcaOEj0Dc3Nz1Co1KSkpvLD0BeSNygHv2LGda6nXmD59BgsWLCAyMqrdKVaCIDRpq54TJ44jl8spLi5hypTJWFl17Wc8/0EJHq2krfQkPDw8CA4OxsPDAzMzM0xNTRveGztuLF7e3shkMuzs7HB2dsbNzQ0jmRFbt26l6NEjPL28pLDwDuBhZUV2aZlBjbeeZtZkVpaS86gUd7vmn21BEBg0cCDHjx8n/8EDAgICMDMzI/VaKqamSkaOHIkgCCgVSuzt7XFxcWnmxyMIAkcOH2bK1CnInrK3hKvCDleFHRcK75FdWoqHlTW2NracOXOGwMBA5s+bz8CAAHbu3Mnw4cM7NIERBAFHR0dGjRqFsbEx27Zua/h/Y65du0ZNTQ0xE2NaackwOJuVSXZpKVAn7NT/jiUME4VCgZeXF+s3bKC/b39srG3a3F8ul+Pp6cmuXTsZ2w6RB8Da2pqsrCyuXbvG3bt3uXb9GgUPCqhVqThx/Djbtm0jLT0dVzdXjI2NG6rc1ZOXn0/K1atMnjy5WdsajYbzF84TOSISQRC4fPkyNTU1mJqZMWjQIOzs7Bjg78++vftw9/DAzq7tz+on//iE/fv3c+hwndl0aGgox44fp7y8jOERw3FxdcXDwx1BEMjKzGLfvn349OvX0K6drS0PHjzg4cOHjBkzBhdnZ6ytrVEoFAwaNIj4k/HExcZy6dJFpk2d2qof0uOYmJhgZ2dHTU01+Xn5vPmLN3n08BF79+3j4sWLqNVqLC0tdaqA9iTCwsJwdHDg3v37pKff5lRCAl5eXtjb997I6ZxHpXiaGcb3d3eya/3nue+///7nHT1eiuQxQKQonp6HIa4wSxgmFy9eYNu2bfj5+zeJurlz5w4XL17kjdffwNWt5dQsXUlLu0VSUhK/+tWv+GT1J7i7d81KVj3dabqsT2QyGZ6enni2UDZ3xIjhHD5yhL/85S/ETIhhzNgxnQqv74sYok/PkwyZlUolK19dyeeff8HOXTuJmRCDIMjIzMhs1lZLlJWVIQgCqloVctPuebRrEtUzwB9zM3OCg4ORG8vZtHkTllaWnS5hbmRkxOjRozl69CjXrl0jPDy8YVtZWRn79u7juYXPdfZSug0pJavn0d5qeU/Ct39/Fj73HF+t+4rXX38dBweHNvcvKSnBxdml3e2HhoYS2qhwQGVlJZ9//jkFhYUMGTyYSZMnkXw5ma+/+pqy8nK8vbx4ZWWdUXN6ehp7du/Bz6/lz1zAwIEcPXqUX//61yx/cTlmZmYIgkBNdTW1P6RLCTKB0tJSbNpRVcvayhpjY2NChoWwdds2ysrLUShM0Kg1JJ5OxNLSCrlcTllpKQUFBZiZmXH0yBH8fH2BOv+dFStW8PU335CWnoaHuwfbd2xnypQpDPAfwMqVK0lNTaXw4UOdjKzrERAQEbG2smbixIlMiIkh7dYtLidf5ujRo1hZWxE4JJDAwEDc3Nw69R1uYmJCREQEwcHB7Ny5k3Pnz7Pms8949dWV+PsZfjSiRPchiGI7XPC6GV/vAPEv//Vpd3ej26mP4pFEnp7L2axsnfY3hMmJRM9h7949JCcnU1VVjY+PNytW/LRh24cffsiIEcOZMEF/K9jXUlP57j//+SHiROS9997XW9stkXw1o+eaLuuZgoICNm3chJ29Hc8991ybhpwSrVM/5hrSWJpY2HrlrarqKj7996dk5+QwwN+fl1e8/MR0i6KiItasWYOdvV2nq+vog0tldYbMsd/9h5iYGEpKSoiLi+Odd97BshVTV11JTExkz549hIaGNqS4xcXFkZeXx3PPGZbIIwk73c/59KxWt9WnXD5OR4Wf+IR4Ll28xOuvv95QBrwlDh0+hEatYfr06R06T1toRZF//+tfWFlbkZWZhVKpJDsnh3lz57ZYWatxn0StiI+PDydPnmTkqJFs2bKV2bNmERoayp69e8jNzWPFyy+3GVFYVl7OxYsXuZ2eTsDAAEaPGt3qvlXVVZw6lci5s2f51dtvo2yU8nns2DHS0tOorKjEy8uLGzdv4uPjzcyZs7DqxFhz6dIlDh8+zP/5P/+n2TatVsv9+/dJSUkhJSUFSysrlixe3KzSl67U1NRQWFjIjRs32H/gADJBYMWKFQQEBHSq3Z7I+fQsqYR6O1geE35RFMXwJ+/ZMpLIY0BIFbV6F7oKQm1hSBMciY6Rl5fLZ599zooVL7N69Wrs7e1xdnZm0aJFALz77ru8++67mJl1tgKWyMOHD7l75y6HjxymvLyc2tparK2s+Z933+38hbRBXxJ5AFQqFd999x1VVVUsX75cryHgfYneJvSUl5fzj3/+g0kTJxEeHk5ZWRlZWVkMHDiQqqoqsrKzMDc3x93NnZzcHD7996f4+vrywrJl7a7I09VcKksnNi4OrVZD2fWbrFixgv79++v1HDnZOXz9zdcALF++nM2bNzN50mSGBA7R63m6CknceXq0JeIAOk84WxJ9oH3CjyiKrFu3DrVazfz581tNy1n31TrCwsIJbsF7Sh8UFBRw6tQpwsLC8PDwIDs7G2cX5yZeX49z+fJlLicnM27cWHZ/v5s333yTrKwsVq9ezYcffYhareG///u/mTxpElOmTOmSfjdGpVKxd99eHOwdGDV6NGqViiNHjnD23DnGjx+Hu7s7NtY2ODo66hRtk5SUxMGDB/m///f/trmfVhSJPXGCkydPsmjRIgYMGNDhazl48CCnz5zByEiGnZ09BT+k7tY/4/UmJJGnfXRW5JGWDg0EqaJW70Nfk9n6NDF9YEiTpL5GYmIiI6OicHV1Zfr06ZibmXP23Fk+/n8fo9Zo8Pb27rTAk52dxZbNWygoLMDa2prBgwYTMTyCkpISySy4CzA2NuaFF15gz+49/POf/2ThwoV4enhIpdh1xBDTZdsyZLawsGD58hf59NNPERHZtXMXWlFk0MCBZGVloVKpqKisYPmy5WzcuJHw8HBmzZrVTVfSMqGWfhy6uhVlkBOjnvuJ3gUeqDNk/vU7v2bvvr18svoTgoKDGDS4fd4b3YVkpNx16FvI0bWt+vu5MS2JPoIgsHz5ck6ePMnq1auZMGEC0WPGNKuKV1VV3W5PvY7g6OjI7NmzG163x1hYpVIhEwTkRnLUajUASlMlJiYm7P5+N5cuXQLgzNkzDBo8GK8WUpb1ibGxMXNmz2l4bWJiwowZMwgLCyM2LpYbN27wsPAhSqWS6OhoQkNDm/l4tYQgCLQnCEImCEyYMAFvHx/Wr1/P7FmzCAkJ6dC1KE1N8ff3w8fbh/T0dO5WVGBja9uhtiQkQBJ5DAopikeiJXqKWGQokytDxcbGltycHGQyI8aNGw9A8LBg/vXPf+Hn78fMmTM73HZVVSV79+wl6XISwcHB/OKtXyCT/RhG3tVePH0ZmUzGrNmzOH36NBs2bMDE2Biffv1QKpQ4OTsxPCJCEn3aQW8TelxdXJg1cyYbN27E39+fu3fvkp+fj7OzMy+//DIbvt3At99+S3BwcI8TeOqxd3DAUWWHg719i2XW9YHcWM6w4GHcuHGD559/vsf6W0lRO/rhaQo5utKi8JPecpqXkZER48ePZ2jQULZt20ZycjIrfroC80YLNRqNusVy5t1JSkoKQ4OCkBsbN4g8DvYOzJ49m0ePHqFQKpg1axYpqamUFBdDF4s8reHi4sLC5xYCdZFTaelpxJ+MZ//+/URGRjJy1Eis2ygiIchk7RJ56vHt359XX32Vf3zyCYFDA9uMhqpnw7cbsLW1Zcb0GRw4cIBz586xcOFCzp07R79+/QgNDSUwMLBh/5ycHI4dP8aSxUt67Dgn0bOQRB4DQIrikXgadEYsak0gMpTJliEwevQo/vSnD8nLy8XlhxKnJiYKfvmrX3W67b179pKWns6qVauws+u9FR16MlFRUURGRnL37l3y8vKoranl1KlT5Ofl8WwnBLy+RGNDZkMZexobMj8u9ISFhXH8+HFyc3OZOGkSE2N+9NtaumTpU+1nR/Dx8ebG9RvMsZzTYpl1fXH+wnlGDB/RIyc+krjTcVoTdAwpzaM9ws/KV1ayb/8+1qxZw6srX22I3lGr1e0uf/60uHf/PkMCh5CZkdEg8gBERERQXFLMiRMnKC0t5f69e4wdM+ap908riuzft4/R0aMbKpgJgsAA/wEM8B9AQUEB8Qnx/PV//8qzM59leMTwFtsRAF3NTFxdXHBxceHYsWOMHjUaCwuLhm3VNTVs3bIFa2trnJ2dqVXVcvlyMkqFgoeFDykoLGDu3LlcvnyZ9Nu3WbhwYbPqm3l5eVy+nIyjoyNTJk/pkeNde4nw82i4DwzpfjY0etboIdEMyWxZwhBoSSB6XPgxlElXT8XERIGvry8pKSkNIo8+0GjU3Eq7xdix43qEwHM2K7tP+fI0RhAE+vfv35DaEhERzocffsj0GTPaNOiUaMoID3eDEnrqaSmiZ0BAAImnTqHVakhJSeH27dtotBoEQUAQZAgAgoBMEBAEAXt7e6Kiorql/49TXFSMlVVdyfgmlbf0KPSoVCquXLnCqlWr9NamvqgXeCRxp320JOr0xglg42tKLMzkwu1snAOCKdKa8OnGHfg7WaPVaMjOziH5yhXu37+PicIEMzMzBvgPaFe6UVfxwgsvsGvXTszNzJuVdrextmHFihXEx8ezZMmSLknRfBLnz58jMTGRoqIili5tLoQ7Ojoyd85coiKjWLNmDYFDAlus+CczkkEHPGvnz59PbGwsH330Ef19+xMeHsHgwYPIzsoiOTmZfv36UVFRgYnChKVLl1BYUIiZuTl+fn5s3baV6NHRrFq1qpnAAzT4/SQnX8HSwpJRo0bp3L+eRISfB+fTsxr8rXrjvd7dSCJPD0YSeCQMmcYTdUnw6Tz5+flcuZLMyJH6ncBdunQJtVrTIx4Ygod6kXw1o08LPY0xt7DA3sGBjIwM+vXr193dMTh6Q+pWVFQkpxISSEg4hbGxHCdHJ0xMTBAREUURUSvWrTiLda8TEhIYEBCAvZ1dt11LPVpRi0ajaXjdFUJPRUUFxnJjrNtRtrmex31xuhJJ4GmZviLoPInG1zwy2pOtyWeorq5BEAS8hkaQnZVFTXU11TU1lJQUs23bNsaOHcfQwEDs7OyeejSHb//+vP2rt1vd7ufn12oZ9qdBbGwcIaGhdalibeDq6kpQUBBHjhxpMd21voS6rri5ubFo0SKqq6u5cuUK8fHxHDhwgLff/hVLly7l2LFj3L5zp8G3x9jYmNgTJ7C0tGTJ4iVtVtKysLAgaOhQBJnA4cOHsbWzZfCgwTr3sSdR/10niT1dgyTy9FAkgUeiN/H4hP2sJPjojJOTI3Nmz2HDhm8JDQ3lmWdmNPHN6SgCAnK5UY8J/ZWEnqYM8B9A2q00SeTREUP26GmMhYVFnUH30qXtmjz99W9/JTn5MhPGT+iqbrabmJgY/vbXv/HgwQOcnJyAH4WeejoruGhFEa2bC5sT4vHy9m5XdTFJeHn6SKJOexBYEFy3iHP+/DkyVCoix05B9kMUZ4SfB9k52cSeiOXE8eNER0czfvz4JlGep0+fJj4hAT9fX/z8/fHz9W0xUqW3IgCpKSk8++yzT9x3zNgxfPrpp8ycObPZ848gCLrnazVCqVTi4eGBXC7n+++/JyUlhWHBwwgKCiI3N5dLSZe4knwFhULBosWL8PH2aVe7c+fN4+9/+xvDhw9n+7btFE8sQavREDxsGJaN0sMMDUns6RokkacHIgk8Er2dJlE+j3n5GMqE7GkjCDJGjhpFSEgI3/3nO7788kuWLlmKshNlt3ft2sm5c+cYOnSoHnvaeSSh50f8B/hz6NAhJk+Z3N1dMTjqhR5DYqSDZxN/HjNTM5YtX8Z3333HO++888QJW/ToaPYfOMDYMWNbTPHTaLVUlJeTmJjIgwcPiIyKZIB/x8v+toWjgyNhYWH84x//4Oc//zmurj+mmeozlclttDm7du2iMjmPJUuWdLo9ic4jiTqdQWT37t0olUpuFFczadIkvL19GjxMBowYi+ugEI5s+5ZDhw4hM5KhVChRKBRUVFTwk+eeo+jRI86ePcvmTZuwd7Bn7JixhIWFdfN1dT0Ojg4oFEpCQ0OfvK+9A6JW5FFRUbPIR0HoWCRPY9auXYuzszMRERG4OLs0tOvm5oabm1uH2rS0sGD5i8v5at1X1NTUYGNtzZfr1rFz1y5+umIFAwcO7FSfuxtJ7NEvgi7u4d2Fr3eA+Jf/+rS7u/FUkAQeib7M4xMySfBpGa1Ww+7vd5OTm8vPf/7zDrWhUav5/R/+wJw5swkOHqbnHuqH+hS/viz0qFQq3nvvPd79n3dRmiq7uzsGydmsbIMaS+ofbhunbX39zTcMGTKYiPCIJx7/we8+YGLMxBZTMD/99FPuZ9zH6IcoQAtLi7rJDhAeFtauyZGubNq0iczMTN555x29t11P8pUrJCae4mev/qzLziHRMpKgo39KS0soKSnh5s2bpKamMm3aNLy8vFAq6xZ1foz4E9FqNAx2s6empgYjIyNsG5Xd1mg03Ll7h/Xr17Nq1ao2K0r1BioqK1AoFO0yrK6qqmLNZ58RHR1N+GMC2M2bN9m0eRPvvfteh/uyZetWlApFpyqftkZpaSk1NTU4OjqSfvs2n35aN0de+NxzDBw0iPiTJ4mIiMDR0VHv536aNB5b+uKYsjwm/KIoiuEdPV6K5OlBSAKPRF9H8vFpHzKZEbNmz+LDDz8kMzMDT0/dfzcJCQmo1WoGD+65Od1SRA8NYeSCrGek0xkqhpi21difZ8iQwaSmpLZL5FkwfwEbvv0WPz8/nJ2d0Wg0lFeUU1FRQUZmJh+8/wEKhYLU1FTSb99GAG6l3SL1WmqXiDzzF8znvXff437Gfby9vPXePkB8fDzRo0d3SdsSLdPXJ2BdiZWVNVZW1ri5uaHRaDl27BiZmZnY29vj7e2DjbU1mVmZWFpa4ujoyMWqaszr03UeVjSMG0ZGRvj7+RMVGcU//vFPXF1dsLW1xdbWFk8PT3x9fXtMqrY+aFyCvi3u3bvHl19+ycBBg/BtwSC6PelaDx8+JPlKMnfv3sXPz5/goCBsbGwatk+ePIlPVn+CXC5nypQpei2eUG9oD+Dn68u7//M/HDhwADc3NwoLCzh2/DjHjh9nZFQUk6dMMdhULimyp3MYvf/++93dhyfyycf/fH9S9DPd3Y0uRRJ4JCSa4mFl1fCTXVpG/oOShh8X5969GtUeBEFAq9WSmHia0JAQBJlMp+OtrCxJSEhgxIgRKJU9N0LExdma/AclZJeW4dHowaavcP/+fbKyshgtTWA7TOMxxFDGDk8zazIrS8l5VIq7nRU2NjZ8v+t7oqOjnzhZcHR05EF+PkeOHuH6jevs2b2H2LhYzpw5w8CAAMLD6xYGnZycGBgQQEBAAEXFxWRnZRMZGan3a9GKWm7dSiMnO4dhw7omajA2Lo6oyEgsLS27pH2JHzmfnkXOo1KgbsLlaWYY95QhIpPJ8PPzIyIigvHjxuPt7Y1araasvJyBAwdiqjTlQcEDko7Ekpd6CzutEaVyKCirIq+komH88PXzw8/PF3t7e2SCjOKSEhISErhw/nxdNJ+jYzOxR6vVkpmVhampaaupnxq1usk2rVZLSkoKDo6O7fLH6g5EUeTb775l4qRJTJ0yhZraGi5cvECtSoWpmSnGcmMePXrElStXGDduXLPj8/Ly2LxlM4cPH8bayppBgwaRkXGf77//ntSUVOwdHLCzs0OpVBIaFsbpxEROnzlNyLCQLquSqVQqCQwMxMrKClsbW3x9fbmSnMy9+/eJjY3FzdUVZ2fnLjn308Ddzgp3OytyHpWSWVn30xfGnV3rP899//33P+/o8VK6Vg9AEngkJHSjcVqXoazOdwVarYavv/4aGxsb5s6dp/Px33zzNTXVNbyycmUX9E6/9NXUrWPHjlFRUdElId99DUNL24KmqVufrvmUMdFjGDJkyBOP04oie/bswchIhq+vHwEBAWRk3MfLq2Vz4urqat5//33e+fWvO12Zq7ikmO++/Y5HRY+oqa6hpqYGmZEMmcyIkJAQ5s2bh5GOovST+OMf/8grK1/B0cGw0xN6OvXRO9Jqes9CFEXu37/H1aspZGZmkpOTjZGREeZm5ggBXg2LQoIgEOzjTGhoKJaWViQmnuL7Xd/j5e3F66+9jiAIVFZWkpCQQG5uLleuXsXK0hKtKOLt7cWLy18kIzODo0ePcvfOXQRBICoqCkdHRwoKCrh06RJFxcVEjx7N7Nmzm/WzuLiYtLQ0MjMzqaquJj8vj+ycHBYvWtQlUYQtkZ6ezqdr1hAYGIhWqyEnJwdPTy/KSkvJyc1l2LBgQkJC+M93/6GlQIj33nuPsePGMiZ6DHL5jwkxao2a5MvJ7N+/n1//+tcoFAqgbiz+dsMGHBwdmT5t2lO5RoCq6ioOHDjAqVOJAPwB4jf8AAAgAElEQVTxD3/g8y8+R0DgZz/7WZO+Gxp9ZRyS0rUMHEngkZDQHcm4uQ6ZzIhFixbx4Z8+ZNy4cdjZ2et0/LPPPsvH/+9j9u7dwzPPPLkaRXfSV1O37ty5Q1QXRFf0RUZ4uHPWgNK24MfUrXO3MlDVqqiorGjXcTJBYNZjwmBbFVyqa6oRRRErq85Hwqxfvx6l0pSfLPgJdnZ22NjaIDeSk5GRwbbt23jv3XdxcXEhKCiI0dHRelnxt7Gx4d7de5LI00X0lUmVoSIIAj4+/fDxqavCKIoiFRXlVFZWUlFRiVajwdjYmKTKQu5k55CwfgtKhZLSjFuEhYURFh7WEMmzd98+yspKcXF2YcmSxaTdSqOouIjU1GtkZGRw4+YNcnJyiB4TjcJEwYWLF8g9XjeXkcuNUJiYEBHRNK1Uq9WyY8cOkq8k4+/vj7e3DxkZ93lQ8AAAZ5enF2Xi6urK4kWLMJLLkcuNMDMzo98Pv7fa2lq+Wb+ePXv20FoQhKWVJQP8BzQTSeRGcsLCwrhx8yZHjx1jxvTpwA9j8exZ/O1vfyc8LKyh0mBXY6o0Ze6cuURHR3Pw4EG0Wi2mSlNu3LxJUlJSs7+RIRHh59GQwiWNSa0jiTzdRL24A5LAIyHRGfq6j49SaUpkVBQnTsQyb55u0Tx2dva8vOJl/vWvfzFt2jSM2mFW2J30NaHnwYMHZGRksGjRou7uSq/CkPx5oG5ivTX5NEZyOeHt8OTpCLk5uZiZmWEsN+5UO1VVVeRk5/Cb3/ymiQEsgLe3N7/65a/IyMwgNSWVhIQEjh47xpgxYwgKGoqDvQOyDkb4zHhmBuvXryckJMSgV6h7IpLAY3gIgoCFhSUWFk1FWy+8YVAYKlUtOTk5ZI0dgyAzoviH7dU1NVy8cAGZkRF3bt/Bzd0dN1dXgoYGMWXyFDy9vBoiVMrLy8ktzcVUaUpERDjubu4NlaNMf6j6WVlZyanERM6ePUtlRQVBwUHY2tpyKiEBUzMz5s2bx7Bhwzo97uiCubl5q1FDJiYmvPTii6xfv578/Hy+/uYbTIyNsbaxwc/Xl1tptyh6VERNbW2r7T/zzAw+/n8f4+Ls3FDRzNrKmkmTJrJmzRrMzOuuu15Y6mrMTM0a+jFy5Ehu3LzJ7j27637vxk/v965v6oUeidaR0rW6ASl6R0Ki6+lLlbrKy8v5y5//zDvvvIOljr41Fy9eYPPmLdjb2zFjxgwCA38sp34tNZUjR4/yi1/8Qt9d7hR9IXWrpqaG1atXM27sWIaPGNHd3elV1I8NhjQmpKensfXyGd5+eXGXGKWWlZfz+9//jt//7vcNk7iOoFKreP+991mxYgX9+rU9idGKIhfOn2fnrl2IWi0AL7zwQofN4D/77DMiIiKeWtpHb0cSd/oW9amhwV5OqDVqlErThig7rVbLoUOHuH37NlnZWTg7OTNnzhx8fHxabU+r1fLpp59iZW3F+HHj2bp1K0VFRYSFhRESGoqnh0ePNX3WarUkJSUhNzZGVVtLYWEhaWlpeHt7M2r06CemtObl5/P5Z58RExPTUOVQK4pkZ2Wxa9cuHBwcCAkJYUBAQJd7F8XFxREbF0ttTS0BAQHY2toSGxfH0MBAli9f3qXnfhqcT8/qtWNUZ9O19JsULfFEJIFHQuLpMMLDveEH6oSB+p/ehoWFBaFhoZw8eVLnY4cODeKVn/6UsLAwNm3aTGpqCnfu3OE///mODRs2kJOT/eRGgNTUFLZs3sy//vlPfv+73/HnP3+kc1/aS/3k/HEhr7dQU1PD2rVr8fP1lQSeLsAQxUE/Pz+0Wi2Hz13pkvYtLSxwcnJi/YYNnWrHWG6MnZ0dWdlPXmGVCQLDhw9n5cpXEBGZPn063333HcUlxU88tiVGjR5FwqmEDh0r8SPn07MkgacPUv+3Ts54gJmpWRPxQRAEqqqryMjMYNSoUYwcOZJvvvmGc+fPtdpefHw8giCweNFibty8iSiK/Nd//RezZs3Cy9Ozxwo8UGd4HRYWRnBQEOHh4UydOpU33niDmTNntsuzzMXZmZ+/9nNOnTrF9u3b0Wg0yAQBT09PZs6aycNHj/hi7VqupaZ2+bXY2tqiVqtxc3Mj+coVVCoVA/z9yc7uPc9P9QKlRFOk6lpPEUngkZDoHhpX6vKwsuJielavq9Tl4uLCtm3biIyM1CkE18jICDt7e/r396W0pISTcSdJunwZjUbD8wuf53LyZWJiJrZ6fHFxMdu2bSU2NhZrGxt8vL2xd3AgPz+P6Ogx+ri0FumtVbeqq6tZu3Ytzs7OzJs3r0c/CBsy9eOA4dz/AvKSClLzssDUEnc7/X/m3dzdiI09wYTxEzrVzrHjx4gIj8DBwaFd+9vY2JB0KQl3d3dUKhW3bt4iJCRE5/M6ODgQFxdHamoqwcHBXVbJpjfTWNzpC9VrJJriaWaNp5k1Z7OyGipzQZ3IM2jQIIaFDCM1JZXz588jCAIlJSWtervs2LkDE4UJZ86c4c7t27z6s1exMDfMUt4dwcysLk3q/IXzdZW3rl3j7r27VFdV4+Hujlar4cyZs9y8dRMvLy/MzdtX/l1XnJ2dCQsNw8HRET8/XyJHRJKbm8uQwCE4ODoYdMoW0KTqVm8bszpbXUtKXH4KSOKOhETPojcaN9vY2BIYGEhsbBzTOljBYfacOcyeM6fhdWFhATJZyxOl0pIS9uzZQ0pKCm7ubvzmN7/B0rLugfDI4cPNvAC6gt7m0VNdVc0Xa7/Azc2NuXPnSgLPU8CQ/HnCwyOI/ev/kuPmxnnqPAn0SWVFJSYmJp1up7qqGkcdzUV9+vXj+vXrTJ8xg8/WrEEURZ0//2VlZSiUSu7fv09Kagohw3QXivoqjb0tpOgdiXrD9/PpWU3GGUcHR5YsWUJObg45ObkMGdJ6auW4sePIzc3Fz8+Pfv366WVs6S5qampITU3VORVUqVTy0osvUVpWSkFBIQUPHvDw0UOysrLIzcllgL8/V69epaS0pEsNma2trbG2/lEA0Wq1fL/re3bu3MXSJUsYNmxYl537aSAZMbeMJPJ0MZLAIyHRs+lNxs2TJ0/m73//O6NHjdLZm6clVLUqNBo1O3Zs5969e4iiiLe3D2ampiRfuYKpqZJ3fv1Os6peQcFBHDt+rNPnbw+9RehR1dby+Ref4+Hhwdw5c0ASeLqcER7uDfe8IdzrJiYmzJs3n0OHDuG2aE6zCVhnqaisoLi4hM2bN1NeUc69e/fQarRoRZGxY8cwdcrUJ7ZRVVWFSqXC1sam3efVaLUkXbrESy+9hIeHB1pRpLi4uJlxc0uIokhGRgYXLlzg4sWLePt4M37CBDIyMiWRp51IqVkSLVH/eUhMr0uFaTzWuLm64ebq1ubxXemNpRVF8vPysLGxaTB57io0Wi1r164lIyMDc3NzAgICdDpeEASsrayxtrLGz9e34f309HQePXpEVFQU/fv313e322TGjBncz7hPaWkZp8+cNniRByShpyUkkacLkQQeCQnDojXBxxAmgFAXzRMREcGRo0eYO1e3Slst4eDoSMyEGO7dv0dgYCAnTpzAzMwcI5kMP19f5i9Y0OJqe21tLfKnWC2jNwg9J2Jjsba2lgSep0y90GMo2NvbUV5e3rDSrk+8PL3w8vREpVJhZWnFsmXLuXIlmVOnEjl+7DixJ2JRKBT069evVcPO+omQLlWycrKzkRvL8ff3B+r8gS5cuICdnR0KhQIfHx8sLOrSPLRaLZWVlWzZsoXMrEzUajWiKOLh7sGLL72Iv58/R44eNfgUhKeBFL0j0R4aR/WA/iMIdUWlUvHRRx9RXFKCXG7E0KFDefaZZ5tEquiTgoICioqLmT9/PomJiTqLPK3h59d9c0MzMzNWvb2q287fVUhCT1MkkacLkMQdCQnDp14sMKSVfoCYmBj+/NGfGTtmLPbt9MRoDWNjYyZOmtTwury8nIyMDN5665dtHqdSqdGo1dy9e4d+/Z7OCpUhCz0lJSUkxCfw1i/fkgSebmCEhztnDeQeLy8vbxA8Rjp4kpieqbdJl7Ozc7NKemfPniU4OIg5s+cgk8koKCxg3Zfr+GLtWgIDAykqKuLsmTMEBgayYMECsrKysLTULVUzKzsby0bpncbGxsSdjMPCwgK1Sk1ZeRkW5hYYGxtTUFiIkUyGi4sLC59biMxIhq+vXxOT2NraWhQGnBryNJCidyR0oSGqp4UUrqeNsbExzz//PMePH6e0rBRHB0c+/vhjps+YzpAhQzBV1kX2NF6AqqisQKvR6jw2Ady4cYMB/v64uLhw7PgxamtrDTr1rLcjlVb/EUnk0TOSwCMh0btonNIBPT+qx8zMnOgx0Rw4eIAlS5bqte3Jk6fwpz/9kTt37rQZXty/f38mTprIF198waxZsxgxIlKv/WgNQxV6DuzfT2RkJHbtqNoh0XUYgpibmZmJo2NT8bYrJ10uzs5cuHixYXJkbm7OK6+8QlxcHPEnTyIIAiNHjuTkyZMNJu6PHj1izWdrmDVzFmVlZQwYMKDNczg5OVFRWQnUCTQPHz3kzTffbEgHUWvUpKSkUFRUxJgxYzF6QpSQUqGgqrpKD1ffHFEU+X73boKDgp5YIr4nIok7umMI48LTojujekRR5NatWyiVSiwsLPD39+dUYiJTpkzB19eXuJNx7Nq5C4VCgSATGDd2HDm5OaSkpCAgoFQqee2113SK+NGKIufOnmXuvHm4urpia2PLkaNHmTF9ehdeqURnifDzIDFdiuaRRB49Igk8EhK9k8ejeqBniz1jxozlL3/+M7fT0/HVY0iwhYUFY8eOZdvWrfz6N79pc9+YmIm4u7vz7bffcv3adfr174ejgyMeHh5YdVFYNRie0HP2zBnu3btfF8Uj0W0Ygj9PYWEBR48e5ZVXVja815pBqr6ws7Oj8gcBph4PDw8WL17c8FoURZSmpqSnpXHhwgWCgoOoqqzi49Ufo1Zr+N0HH7RZOcbF2ZmKigpqa2vJycnBxETRxO9DbiRnWHD7PSMcHBxIunxZh6tsP6dPn+bG9etcSU7mrbfewspAKvtJqVm6kfxYQQZD9urTN90R1VNYWMjmzZuprKxEZiSjtrYWby9vnnlmBlCX+uTn50dtbS3FxcVUV1cTFxeHk5MTv3zrl6g1as6cPsPuPbtZqsPi1927dxFFEd/+/RsE7WPHj6PVanVKSZXoHvp62pYk8ugJSeCRkOj9GEoKl4mJCXPnzWXL1q2sWvU2xsb6Cy22tLSkpramXfsOHDiIt99exb59e0lKSqKiooLKykqWL1+Ov3/bq/udwSCEHlHk5q1bHDx4kJ+/9hpKpbK7e9Tn6cn+PBUV5axdu5Zp06bj7t70M60voefgoYPk5uYhUJfqIAgCWVlZuDg7t3mcIAiMHTOGsWPGkJefzyerVzNr9iyWvrCU999/n4rKijZFni1bt+Ls5ISJiQnOLs5UV1d1KiXCxtaG4qKiDh37JG7fvs3kyZPJy89nx86dLF+2rEvOo0+k6J0n87io09b3Rm+pyNlZnlZUT01NDV+uW0dERDjjxo5rU1wxMTFpqFK1dOmPYo5WFMnKyiI8Ilync5sqlRQVFyECAjAkMJCEUwmcPHmScePGdeBqJJ4Wkj+PJPJ0GknckZDoexhCCtfgwUNIupTEoUOHeOaZZ/XW7pUrVwgNaX/VDFtb2yZpYydPxvHVV19hampK5IhIJsRMwMhI/19FPV3o+X73bi5cuMDy5ctxdHTs7u5INKKnCbiiKPLNN+sJDg4mMrLl1Ed9CD2nEk4RMDAAU1NTRK2IKIr4+fnhrsP94+LszPPPP8/GjRtJSkpCrVZTUV4BrXzEKyoruHHjOr/97f8AYKo0xcrSitTUVEJCOlYdy9jYGLVG3aFj20Kj0fCg4AHhZhFMmjSRP/z+DxQ+LMTBvnPeZ12FFL3TNroIO63tZ+gVOTvL04jqiU9IwNHBgQnjJ3To+MzMTBJPJ6LVagkLDdPp2KtXrzJ8+PAGzy+ZIDBu3HhOxsX1OJHnUll6k9ehltK8tK8LPZLI0wkkgUdCou9iCClcs2bP5s9//oiRI0c2K3PeUSorKrG1e3Jp49YYM2Ys0dFjSEpKYv/+fZyMP4lcboyHhzvTp0/H9QllWXWhpwo9tbW1XDh/gXfeeQcra8NI9+gr9MS0rcuXk1CrVUydOq3N/TpbcUtEZMqUKTg6dE50HDp0KLW1teTl5+Pp6dWmiJmamoq1lTWWP5hJA/Tr35+du3ZRUFjA5EmTdT6/3EiOWq0/kae6upqMzAxSU+r6GhAQgEwQCAkN5eLFi0yZPEVv59IXUvROy3RU2GkNSfCpo6uieh48eEDy5cu4uXX8uWDzls3Y2dnx8oqXMTIy0unYnNxcQkKapopaWVlSVlbW4f7oi8dFnREeP97rZ7MyG7b3dbGnLws9ksjTQSSBR0JCAnp2CpcgCNTW1mJmZqa3NmtqazA3az31oj0IgkBoaCghISGkpaUhiiKnTyfyyepP+O3//BZzc4snN9JO6oWensTt9Nu4ubtJAk8PpacJPadPn2HChAlNqsW0RmcqbolaEZlMt0lQa4SFtW/FvKy0jJLSEr7+5hteeOEFZILA5MmT8Pb24uDBg6hVaqbraHJqJJejUWs60u0Wyc3L5bPPPsfTw4NXVr7SsKrv5+vLufPn9HYefSBF7zRF36JOW/R1wUeXqJ6qqiqSkpJIvXaNwh/E3NDQ0CZjnFYU2bRpE6GhoR2OmtGKIjJBRuSIyIaqW7pQXVXV7DiFiYLSsrIf2n661TDbEnZael8Se+roq0KPJPLoiCTuSEhItERPTOEyNzfDy9OLa9euExra/hSrttBoNBgbG+ulLUEQGirvBAQE8N5771JcXKJXkQfq/hZnr2b0nGgeAeRy6eu3J9NT/HmKiorIz8tj0MBBOh3X0dSJrp60aDQaMjIyuHHjBqnXUil4UIC5hTnpaWl8uXYtQUFBDB4yhNGjRuPm6sbatWsZO3Zsm54+j2NibExVdZXezFGN5cZYWFjwi1/8oskk1M7ejoeFDzvdvr6QonfqeJrCTmv0ZcHnSVE9mzZv4vz5C/j7+REZFYmFhSW7v/+eixcvsmzZMhQKBQDnz58DAcaOG9cugbslzp45g1wuZ+Ag3cbPelxdXcnJzSEgIKDhPXt7e2xtbDh+/DjXr1/Dw92DOXPmdKj99tBeYaclJLHnR/piaXXpKVMHJIFHQkKiLXpeCpfAlClT2LptG/5+flh2shJMdnY2FRUVODk76al/TXFwcCA+/iQLFz7fJe33lLQtE2MT1CpVd3dDoh10dzRPWtotAgYGYKSDKNhRfx6tKCIz0n/FmKqqKi5dukRKSgp3795FoVDg4OhAeFg4I0aMwNTUlJqaGj77/DOOHDnCnj17ePvtt+nfvz9+/n5s2ryJl196ud3ns7S0xNbWlrt37+Lr69upvhcVFbFp8yamT5vWbKJpZ2fPw0cPEUWxw5NQfSCJOz1D2GmNx/vSF4ybW4rqKSoqYvv27Vy/cYNp06YRHh6GjbUNAL946y22bdvKV19/xaJFizGWy8m4n0HgkMAOC8+FDws5cPAgr/385x1uo6qqCufHjOcFQSBm4kR2bN/OlKlTORkXx5GjR5kYE6O3caAzwk5L6EvsuXr1Kg8ePGDsuLHIu8BLsavpa6XVDe8v1E1IAo+EhER76UkpXH7+fkSEh/Px6o9Z9sIyvLy9O9zWxo0bCQ4ehkMnPTtaQxRFsrO7JnqiJ6VtGRsbUyuJPD2enpC2lZOTg7Ozi87HdUjoEfWXrtWYqylX2b9/P+Hh4cyePbvZpAlAoVDw5htvAvDHP/6RzKwsbG1tGThwEKcTE3U6n0arpaKiAlNT3dMzGpOamsqWrVsZP348w4cPb7ZdqVDg7OTM1atXCQoK6tS5OkpfFXh6sqjzJPpSlE/9OHQuLYNz587h7ezM0qVLG6J16jGSyVgwfwGbN2/mr//7v2g0Gmpqa/Hx8WHChI4ZLpeWlGKqVKJQKp68cyu4ubm1+EwSNHQoQwMDEQSBwYMGse6rr0AUmTRpUofOo29RpzU6K/bcz7jPiROxFBQUsHDhwi7p49Ogr6RtSSLPE6gXd0ASeCQkJHSjQezp1qgegYmTJuHu7s66r9YRGRlJTExMh8qqOzn9f/bOOzyqMu3/n5lJ7yGNNNJJo4YSikIiRVBcxAIqIOj6U1kLK5bV3XdfL/fd9V3FV5e1rIKAWBHpKlIURCUQSkLokBAgpPfCpM7M+f0BCemZSabn+VwX1+WcnPOce2Lmmef5nu99375cu3bNADFeJycnhxkzZhhsfDAPN4+tnS1NQuSxCEwp9KjVKo4fP84zTz/Tq+t1FXokSUKhh/Sm1iiVSkqKS1DY2GiV0lBZVUnNtRqCg67H6+ToqPNn5dSpUwzwHNCnYq0HDx3ixz17ePSRRwjpRBjXSBK/7N9PYmIix44dM7rI0x/FHUsWdrqiPwg+Y9z9+Pyzz8HXFb/oYR0EnmbkcjkPPnjTxVtbW4ta3fvaWmFhYYweM4Z33n6H2bNnM2LkSJ0dPeXl5bi6uXb6s2bXjru7O7ExMToXezeWsNMZvRV7bG1sSUxMJOP4cebNm2dSB2Nv6U/1eYTI0w3CvSMQCPSBOdTriY2LY9myZWzfvp3ly5cz5+45xMbF6TTG2TNnmDtvnoEihEGDQvTaFac95uLmUcjlei0MKzAspqrPc/7ceXx9ffHy7n2Lbl06bklIyOT6WbTX1dWxcuVK8vLz8HD3oKGhno0bN6JWqxk9ZgwR4eGdXpefl4+ToxOentc7+Dk4ONCk0l7kUavV7PzhB373u9/pHLNSqSTl4EGKi4vJzr7IkiVL8O7id3/q5Em+/e47AKZMmaLzvXpLfyusbI3CTldYq+Bz5MgRVGoVS2few6GKfK07cPW1YYRMJmPa1KnEREezcdMmdu3exYQJE5k4YYJWNfFUKhXp6en88Y9/7PFcG1tblEplj+eZUtjpDF3FnpiYGP797rsAVFZWtszTlkZ/EXqEyNMJxnLvfL3+ay5dusTLr7xssHsIBALzwBwKubq5ubNgwUIuXLjAls2bSU1NZfbdd2v9RR0XH8+Rw4cZOXKkQeJLTExk9+5dhISEoFDYoFDIUSgU2NraEhAQaJFPjTqjpKQEb2/9tLQXWC+XLl9qKUxuFKTrQkdvutC056233sLf359X//tVnJyc+Oabb1AqlUjAxx9/THBQEI888kiHlCp/f3+USiVNqiauXL7CZ599RnCw9ovwvfv24eHhQUxMjFbn5+TkcCEzk/y8PM6fP8+IESMIDwvjjpkzu50XnZyccHNzpbq6hgnjx2sdX1/oT+6dZoHDmkWd7uhM8LE0oUejVrN121YKCwsZNmwYcoWiTa0eYxEcHMwfly7lSs4V9u7dS2pqKvMfeojAwO7/tq5cucIALy8GDBjQ4z0iIsLZsmVLt+c0iyimFnY6Q1uxJyQkhNf/8Q/+/Je/sHPnTubOm6d396e2NDY28ssvv1BbW9srUb8/CD1C5LmBKdKyjhw5gqNT3xdTAoHAcjCHhdrgwYN54YUX2PfzPt55+21GjxnDbbcl4+LSuS25mZkzZ/DWW2/R0FCPvb2D3uMaO3YsKSkH2Lx5M5IktfyrqbnG88uWMdDfv8/3MIdOW/kFBfj79z6VRNA/KC4uZvTo0Ua7X3R0NKtXr+G5P/4ROzvd0zkBzp8/z/qv16NWa1j8yOKW4pxz585tOUepVLJy5UpeffVVPDw8WLBwIYNuCDnuHh54eHqw8qOV1DfUM3r0aK071+zdu5ejR46wZMkSrQXh77//Hk9PT6Jjornv/vtwctTOPRASGkJtbS3//Of/Ymujn26D3SEEnv6LeaR9a09OzhW+/34HUZGR5OXlYWNjQ2homEljkslkhIaE8sjiR0hPT+ejlSuZM+duRo7o+oHVhQsXunQctic4OJjysnJqrl3D1aVjd1BzFnhao43YY2dnR0jIII4eO4a3jw/Tpk41aoynTp/iwG8HuHzlCjYKRZ+crtYu9PRrkae1sAPGT8v6w1N/wMfHMAVMBQKBeWFqF097FDY2TJ06jbFjx7J3717efONNxiaOJTk5ucsW5lev5mJnZ6e3FurtkclkPPfcsjbHyspKeWv5Wwbr6GUK8vPzTVaoVWA5XLt2DRcXFwoLCzhw4ABKpRJnZ2fumHkHjn1MZeiMxY88wvI33+Szzz5j8SOP6PyENuPECdavX8+dd97BmNFjuuy+4uzszHPPPUdTUxM7fviB1R9/zGuvvQZcb+H+wgsv8M7b71BRWcmzzz7b7T1VKhUnTpzgQMoB6urq+cMf/oC7u7tW8TY2NpKbm8uiRYt0Tg0pKSnBzs7OKB1m+ovA0zo9SQg8HTGHQvA9UV1Vxbp167CztePn/fuJiYlmwYIFgHm4cGUyGQkJCQwcOJC1a9fy008/MXToUG699dY2Am+TqolDhw7x1FNPaTWujcKG6JhoNm3axMIFC1AoOhawN3eBpzXdiT0ymYxHHnmUn3/ex6iEBKPH9vX6r3FwcMDO1hYnZ2eSkib3abzmtMGUrOvuMmuaZ/ulyGMuxZTDtVSIBQKBdWCOCzM3N3fuvnsOycnJ/PTTXt745xuMGzeOadOntSnO3NjYyNYtW5gxY4ZBOvB0hZOjE5IkUVBQ2KO92lIoKCjg9ttvN3UYAjPH0dGJTz75hMbGRiIiIvH09KCoqIj//d//ZdjwYdgobFBrNGg0aiSNhEbSoNFokDQSao0G6cbrmoHuBLnY4D+w+y5dcpmMZ599luXLl/PJJ2uZ/9B8cnJyyMvLw9HRkeBBwQQGdP4ZPHr0KJs2bWLeA/MYMXyEVu/P1taWxLFjOXb0aNvjNra88OKLVFdXdemSqaqu4uDBgxw6eAh/f3+SkwJce6gAACAASURBVJKJjYvTSZjavXs3cXFxvar98cnaT7hr1l0GTyHtbwKPEHe6x7yFHolP1n3CxIkTCQ8P56OPPuLMmTNcu6bEpRN3i06d//RMQEAAz7/wAkWFhfz222+sWb2Gxx9/vMXBeOrUKfz9/fH11f7h0v333c8H//mArKwsoqOjW463r8NjSXQl9ri6uHDXrLuMFodSqaS+oQE7W1smTZ5MfX0dw4ePIDgoSG9zsDW6evqNyGMuwo5AIBCYI+7uHtxzzz3cdlsyX3z+BWlp6SQmJrb8fO/en7CxtWHChIlGjcvRyYmEUQm8//57JCclM236dKPeX9+omlRUVlQKF6cFYSoXnouLC3Fxcdx3730oWgqFSqQcSOHI0aO4ubkil8uRy+XIZLIb/61ArpBhr7h5XKmQ8+9//5tx48YxKiEBdw8PnJ2dO3SaKSoqIj09HXd3d7IvZvPXv/4VFxcX3D08aGpspKysjJjYWGKio/Hz88Pf3x8HBwcuXbrEps2bmT9/PkOGDNH5fUpIHY7JZTI83D06HFepVWzdspXjGcdJGJnAkiVLOm3Jrg2ph1P549Kei6q2RyNJVFZWMmrUqF7dV1v6g8Aj3Du6Yw6NHDqjqUlFfn7+DfedjPnz5xMWFtapM1iXgvCGwsHenpCQEIKDg/n000/52//8jfi4eOQKOadPnWb+/Pm6jefgwMgRIzl16lSLyGMpaVo90Tr+1FzdW6/3hYLCQlatXIlao2lxtz6/bBlubm56v5e1CT1WL/IIcUcgEJgac0vV6g4PD08mJ01m48aNNDY2MHHCRKprqvnll1+QNBJXr+YQHGzcReXcufMYO3YsK1euJPm2ZGyMUAPDUJw7fw4fH+9O7dwC88UUG6mAAH8qKipaCTwAMiZMnMiEidqJrSmlV5kVGcSlscP45puNHDl8mMbGRjSShI1CgY2NDQqFArVaTV19fZtrI8LDmXPPPWzdsoWS4mLkcjmZFy6QeeECCoWCuro6nJ2daWxsZMaMGb0UeLSnqamJTz/9FJlcxl/+/JcORZt1xcnRCY2k0fm6utpa7OzsjPIZtoaNRlcI907vaanTY0aunvq6OhwcHGlOzRoyZKhpA9ISuVzO4sWLqa6p4Xh6OvUN9bz88su9cvgFBQVx+syZNscsXeBpz013z02HkiEFn4zjx4kfEs89c+6hqamJ119/nYbGBoPdz5qEHqsUeYSwIxAIzA1zWIRpy5AhQ/H19WX79u3s378fpVJJdHQ0gYGBfP75F7zyyitGjyk0NAwbGxvy8/MZNCjE6PfXB6omFd9s+IbFjyw2dSgCCyA8PJyPP17NxAkT8e6j8yssNIyXXnyx5bVKraK+rp5vv/2Wo8eOAWBna4ubuxsD/QYSExvLjz/u4V/vvENsbCxPPPkkQUFBHDl8mB0//MB///WvSEhcunQJW1tbQnr5mczLy9Oqm1dDQwNr1q7B1dWVBx94UC8Ci4uLC9XVNfh46/a7PX/+PKGhoX2+f3ccycq1+A1GdwiBRz+YT/qWxK+//dprV5054ObqyqRJk/o0RmlZGZ4e1x2IaTVZVifwtEbX9uu9JSYmhlWrVnHu7DmuXbvG4OhonedsXWkt9IDliu1WI/KYuoiyQCAQdIYluXha4+vrx2OP/T9WrVpJZGQkycm3UVlZwb59+0wST0NDPQ0NDQzsoa6IOVNeXoaTkxNhYabtNCKwDIKCgpk5cyarV6/m2aXP4qhl5ydtsFHY4OLigkqtYtjQodx33304Ojm1SeFKGDmS6prqNgvqxMREfvzxRzZu3Mi8efOIiozqUxxnz5whpAfB5ELmBb779juCgoO57957keupZW/woEFkZ2dr3UGnmYyMDEaM0K7uUG+wZoFHiDv6xxyEns2bN5Obm8ejjz6q03WmrMtjCAZHRfHDjh2kVpw1Stc9c8DQYk9oaCj/8z//Q2lpKW7u7jjY2+tt7O5o/ru0ZFePxYs8wrUjMBdOHNStuJr4e+0/WJKLpz2hoaHU11+3xnp4eCCXK9i+fTu/+93vjBrH3r178fb2wc6u71/wpmqjXlZWzgCvAUa9p8CySUxMpKioiPXr1/PII7ptoLRBkiQcnZxwdnbu8DN7e3t87Ds+MX126VL+9/XXSUxM7LOjpby8nGHDu+40d/jIYXbu3Mlds+5ixIgRei10HB8fx7at25g6ZYrW49bV15GVlcUDDz6gtzhaIwQeQW8wZZv1oqJCTp48ySuvvKLT97M51OXRN15eXoROH0bqoVTuShiFJEkGL85uLhhS7JHL5ToVwdYnlpy+ZZEij3DtCMyF1sJOQpT2DoO0zEKtRCHxty0wNT4+Ppw4cfLGKxlLljzJqlWrkMtlzOpjdwW1WkVaWhqXL12moLCQmppq6urqUKvVyGQybGxsSBiZwO9m/46UlBSdCyGaG+Xl5XgNECKPQDfuvPMOXnvtNSorK/Hw6FiMuC9IGknnVumuLi6MGj2Kzz77jGeffVbrluWd0dDQgK1txyfekiRx+Mhhdu3cxZNLnsTXR/8L/MiISGRyGRcuXGjTDac7Tp48SWRUlFYpZrpirQKPEHeMh7FdPYWFBaxdu5Zp06bp5QGMNTBs2HDsikvYunUr9vb23HXXXf2qm7Kx0riMiaUKPRYl8gjXjsBc6K24o8s1QgiyfCw1Vas13t4+lJaWtLwODAzC09MThaLvXx8f/udDysrLCA0NZciQeAb6DcTPzw8HRwc0ag0FhYVs27aN1157DY1G06fNpKlpamri8OHDTJrct5x/gXFJzc0zuRNPobBh2LBhHDt2jClTpmh9nTZPyTW9fNJ87z33UlFewYoVK3jmmWfw9PTUeQyA2LhYjh09xi0Tb2lz/NNPP6WouJgnnnjCIAIPgEwmw8PDg6amJq2vSTuWxoQJE/QeixB4BPrCUEKPUnmNwoJC5Ao5V65c4fz58+Tm5jJnzhwSEgzbac5SSKvJQi6TMWrUKBISEjhx4gSff/45w4cPZ+bMmS0t2vsD1ib2WGKdHosQeWobmkjLLBSbWYHJ6au4owvajp+mZZqY+PyYBlNvEPuKs7MTdXV1La+vXauhoKCAJx5/ok/j5uRcIS8/j5f/9DJuXYg3rm5uvPDCC3z++eecOnUSGxuL+MrqlC2bt+Dj48OohARThyKwQCZMmMDq1atJTkpCrkPR4Z7qXUiSBpm8d+kEjz32GOvWrWPFihU8/czTeHt56zxGXV19h1QxjUbD6TOn+cc//mHQuhaNjY3k5uZyl5aOxKqqKvLy84iNi9VrHNYo8IjW6KZFn23Wy0pLuXTpEtu3b2eg/0DUajWBgYHcesutRERGYG/voK+wLZr27dJlMhnDhw8nKiqKrVu38tZbbzF37lwiI817LX7gtwMcSDlAaGgod9xxBy4uLn0az5rEHkur02MRK2YnZ3uxQRWYFGOKO7oiXEECQ2JnZ0dDw812lcXFxdjZ2mHv0LeF3aZNm5g4cWKXAk8zMpmMceMSOX/+nN5TVYxFamoqV3Ku8Oyzz0I/yc8X6JeAgEC8vX04cfIEI0aM1Nu4kiQhl/W+kPGiRYv44ssvefPNN4keHM3vf/97ra8tKSkh7dgxFi5c2Oa4UqnE1sa2T3Fpw549ewgPD9e61kP68eMMHTJUr8KTNQs8QtwxLb1ps65Wqci6mEVlZRUuLs7s3/8LpaUlDBo0iAULFzB4sHZpjdoywTuYlKyrVlN8ubNuWk5OTjz00EOkp6ezcuVK/v73v5u1o8fD0wOlUolMJmP58uXcf//9DBkypM/jWpvYYwlCj0WIPAKBKTBnYUdXhBBkfMwhzUMf2NnZ09jY2PI6LCwcewd79u//maSk5F6PW1tbS1SUdp15oqIG4+zswtEjRxlvgFQJQ1JSUsKOHTt46qmnsDdSVwiBdTJp0q3s2bOH4cP1V4BYo9b0eaz5Dz1EUtJk3v33u6g1Gq1r/Bw+cgR/f3/i4+PbHHdxcWFQyCB+/fVXkpKS+hRbV9Rcu8bBQwd56aU/aX3NiYwMZsyYobcYhMAjMAbapG+pVE2kpBxk/88/M2DAANzc3aisrOSWW25h+PDhyOXauwf7I9q0S4+JicHFxYWzZ88yfPhwI0WmO3FxcYwaNYorV66wcOFC1q9fT35+PtOmTdPL907r31NqruWKPZYg9AiRRyBohzWJO7qga3qYEHv6B7a2NqjVGjQaNXK5AplMxu23384PO37otcgjSRK1tXW4u2vvzJHLZNjZ6/fpV2punsE3IxcvXiQuLs5knSEE1kNcXDw/7/uZQwcP6k3slCQJuaLvjpnAgEAcHR3JOH6cBC1SEgsLC0k5cIAHHujYpUomk3Hvvffy7xX/JiEhATc3tz7H15qysjI2b96Mr68vbq6uWl1TWVlJaWkpEREReonB2gQeIe6YN90JPbW1StauWYu9gz2PPPooQUHW4aoxFs2ulJ5wdHTkscce46OPPsLLy8tsf88ymYy77rqLb775hh9++IFHH32UjRs3kp+fz7x583B01F/R+ZvuHssUe8y9To9hvbACgQVx4mBWi8CTEDWwXwk8utD8e9G1ZXx/whoKLjejVqk7PJlPGJlAU1MTZ06fbnO8qamJurraHsc8evQIjg4O+PlpL3w0NjZ22ua5txjLZVVUWMRAPzGXWCLm9jmWyWTcd/997Ny1k8rKil6Po5EkysrLKSwspK6uTm9pUZOTklj/9Xpe+9trrP96PbW1nc8F5eXlfPDBB4waNYqhQ4d2eo63lzdxcXFknMjQS2ytSTmYgruHh051xU6ePElcfBwKHeohdYUQeASmIDEokMSgQNKPX+bXA6cpKytl+/btvPHPNwgLC+P3v3/MbIUHc6cnF08zAQEBJCUlcfDgQQNH1DdkMhn3338/0dHRrFmzhpkzZ+Lh4cE777xDfn6+3u+XGBRMYlAwaTVZLf8shTGRQS3phto0OzAmwskj6Pf0V+dOX0iIGtiS3iUcPZ1jDalaAGXl5bh7eLSxa8sVCoYOG8qh1EPE3Ui1UCqV/Otf71BdXY2joyMB/gFEDY4iKSmJqzlX+X7HDmxtbbCzs+Ni1kUSExMB7a2/jU2NnDp1CkdHR5ydnfnxxx8ZPWo0kVqmfJmCCxcucOr0KebeP9fUoQh6ibl9jv38BjJ16lRWfrSSp595GienzoXPlNKu61xkZBxn/VfrsbO3QyaTk6SnjV3S5MnccstEzp87z+49e/jnP/9JUnIS3l7ehIWHU1xUhKOjIx+v/pjIqEjuueeebseLjY3liy+/YFziuE7brPeWixezueuuu3RKnzxx4gTJt/U+PbUZaxJ4hLhjmSgzz3Mo5yoHD0oMiQ1g6R+XMmCAl8niseS6PNqkabUnYWQCb/3fWyQmJuLq6trrzoSGRiaTMX36dIKCglj/1XpiYmO49dZb+eijj1iwYIHW6fa6YMl1e8wxfUuIPIJ+iRB2+k6z0COwbsrKSvH27rgAjI+LZ9PmTQA0NNTz4Yf/wcPdg1deeYWLFy9y7tw59u7di1Kp5ML5Czg5O+Pn50ddbR0qtZrqmhpAQluhZ8qUKZw5c4aPP/6YhoYGIiMjWfvJJzg7O/HSSy9hY8AuPDojSaxZu5bi4mJmzZpFVJRlLFIElsGtt07i8uUrZBzP6FXalqpJhbe3Ny+++KLeY7NR2FBXV8e1mho0koaMjBNcq6mhpqYGRycn6mpr8fbx4eGFD/c41qBBg1CrNRQVFenVYaBqasLBQXuBp7qmhoLCAgZHDe7TfY9k5fbpenNECDyWRXV1Nfv376euto7422cQOCjWpAKPJdNbt4m7hztBgUF8/PHH2NvbM2bMGCZOnKhXp7I+iYuLI/ylcHbt2sXu3btRKBScO3fOICJPM5Yq9pib0CNEHkG/Qog7+ke4edpiLQWXmyktLcPbu2Nr5MioSJTXlPznP/+hqKgIR0cH/rDsKWQyGVFRg4mKGkxiYiIrVqxAJpOz9I9LUSiuf+WMnzCeVStXsWnTZu65Zw4yLdJFkpKSW2oAadRq5AoFapWK995/j+3bv+3RFWBo1Go1DfX1AORcvUp5WRkvvviiXtI7BIL2REVFceXKZcZjPoXIL1+5zJdffEldXR0zZswgcVwiNjc+8xpJQi6TkZaWxo4fftBqPE9PT/x8fbGx0e9SdcCAAZSVlhEYoJ1Acf78OQZHDe5THM0Cjzks/PVBxskcIfBYIKWlpfh4exMZFcXUpEmkF5fopc16f6N9u3RdWbhwIQobBUePHmXLli34+fmZdTFmBwcHZs+eTVJSEmVlZYSHhxvlvpYo9phTnR4h8gj6BULcMQzCzWP9lJWWdiry2NnZM3XaVBoaGmhoqMfLy7tD5wVfXz8WLVqMUqlsEXgAgoMHsez5ZaxY8W8qKyt4+OFFOqVjyG8IJwobGwYPjuby5cu9e3N9QNWkIudqDhcvXiQ7O5ucnBzkzbWLJJh992wh8AgMhqOjAw0NjT2faCQOHjrE9u3bSUqaTHJScocWwfIbc0NcfDwbNmygrLwcrwEDuh1TkiTqG+r1mqoFMDh6MOnp6QwbNkyr88+fP090dO9bRwuBR2Au+Hj7UFJayrNLlwJt26wLdKO3Ag+Ak7MTABMnTqS6upri4mJ9hWVQ3N3dcXd3N/p9LU3saU49NLWrR4g8AqtGiDuGJyFqIGnCzQNY50KptKysyw3O1KnTAIlXX32VqVOndnrO4MGdpzh4eHjy8st/4p133uH999/j8ccf77K+SHd4uLtT10WBV4MgSRw9dozvvvsOT09PIsIjuPWWWwkLC8PRSX9dJwSC7lAoFGjUalOHAcDWbds4nJrKwwsXEhsb2+25Dvb2REZGsmfPbh6Y17GzVmuKiotRqdR49iAG6cqY0WPYvWs35eXlDOhhbI0kceFCJnfecWev7iUEHoE5kZefh5+vX4fjiUGBpHbTYt0YHMnKtYi6PPouCuzn58fBgwe57bbbxIOhHmgv9piz0AOmT98ySHctmUy2XCaTnZPJZCdkMtkWmUzmceN4qEwmq5PJZMdv/PvQEPcXCESnLOMjum1dx9oszyUlJXh14uRpJudKDpJGIj5+iM5j29s7XK+no7Dh7bffZv/+n8nMvIBK1aT1GAP9B1JRWcHGjd+wfPmb/PrrrzrFoI0wp1KpuHjxIrt27uRfK1bw6y+/8thjj7F06VJm3TWLuPg4IfBYGeaedqmQK1B1IfIYs8NHaVkphw4d5Omnn+5R4GlmzJgxXLhwocfz3Nyutze/mpPTpxjbY29vT1RUlFYOwKtXc3B2du5VcVRrFHgEFowksW3bNiZONJ8Uz2Ys5TPS1zStzhg6dChOTk6sXLmKuro6vY1rzTT//i2hC5cpO28ZqoX6HmCIJEnDgAvAK61+dlGSpBE3/j1poPsL+iHNws6Jg1ktwo4Qd4yD+D1bJ2qViqqqSry9OhZmrKysZNu2rXz40YfExMZ0SNXSFrlcwdPPPENCQgLp6el8+eWXvP7665w7d1ar60NCQhg5MoGKigoSEkbx7bffan1vbTbxZ86c4fXXX+fbb79FpVZzxx13sHTpUtFqVmBSvLy9u7X4G+uJ+FdffsXwYcMJCAjQ+pq4+Djq6uq5knOl2/OyL2aDJOk0trY4uzijrFX2eN7RI0dJSEjQaewjWblWK/AIF4/lUlVVTX1dHSO7+HtODAoUQp4W6FPgAbC1tWXRokUEBPjz7rvvUlpSqtfxrZX2bdfNmdZCjzHFHoOka0mStLvVy0PAfYa4j0AAIiXLnOjPRZjN/cl/bygtK2WA54CWGjjNXLhwgbVr1+Dv788TTzxBSEhon+91xx13cseNlIiffvqRzz//nJCQEO69995uu3/I5YqWossqVRM7d+7scywA9XX1bNu2jYvZF5k/fz4RERF6GVcg0Ac+Pj7U1dVy7VoNLi6uOl2r0WjQSFKf7r9z107OnT1HWXkZDy/quVNWa2xtbPH3H8i5c+cIGRTSNjZJIvPCBVJSUriae5XHH39c7zV5ADzcPSgs6L6eXGNjI8ePH+f5F57XelxrE3dACDzWgkqtQq3RaJWmKOhIb9qla4tcLmf27NkcOnSI995/jyeeeAJ/f3+D3MvaSAwKtoj0LVPU6TGUk6c1jwKtWymEyWSydJlMtl8mk91qhPsLrBSRkmVeiN+/9VFcXIKPr0+H4+Xl5Xh7e/Pss0v1IvC0Z8qUqfz1r39FkiSWv7mcDz54n4zjx1GrVN1eV1hYiKOjQ5/vX1VZxf+9/X/Y2Nrw/PPPC4FHYHbIZDIGDRpEzhXdn7znXL1KcXExe378sVf3vnT5Evt/3k9cXBxPPfU07m66F+IsKy0jLDSs5XVjYyMpBw/y5ptv8P333xMbG8ufXvqTwRxzY8eO5cTJE5w+c7qD4NWkauLcuXNs2LCBkJAQPNw9ehyv2b0zwTtYCDwCs8TLy4uxY8eSciCly3NM7eZpFknNDWM5RcaNG8ecOXNYtXIVRUVFRrmnNSDStzqn104emUz2I9DZru4vkiRtu3HOXwAV8MWNnxUAgyRJKpPJZKOArTKZLF6SpOpOxn8ceBzA21tsHgU3Ec4d86W/FmG2xoLLAMXFxfj6+nY4rlDIkfroBOgJe3sHHn/8Cepqa/lh5042b95M9qVs5szpulV6ZmYmHh49b8i6o6GhgdWrVzNhwgSSk5P7NJZAYEgGDQrhSs4V4uLjdbpO0mhwd3dj3969jB07poNIU1tby9cbNnA1J4cBXl7cd++9DBx487t2967djBg5gunTp/cq7sbGRurq6ggLD0OSJPbv38++ffsICQnh/vvnEh4W1uv0T21xcXHhoYfm88MPO/juu++ZPGkS8UOGcDg1lV9+/RUfb29iY2MZPWZ0t+O03pRak7gDQuCxRsaPH8+KFSuYMHGC2bl5JngHm6RuSU8Yog5PdwwfPpympiZWrlzJyy+/bBAnozViKY4eMF5B5l6LPJIkdd5K5QYymWwRMAuYIt3YDUiS1AA03PjvYzKZ7CIwGDjayfgrgZUAERGxht1NCMweIexYFv0xbcvaUrUASkqKiQjv6GJRKBRoNBqjxODo5MQ999yDh4cHhw4dYs6crs89cuQIxcXFfPnlFzz00EOAbhtFjUbDF59/QXBwMMlJSX2KW2C5WIpoGxUVxdYtW5g58w6drw27IaSsXfsJf7zRTrmZjz76CFs7O+659x7OnzvPihUrcHV1xcbWFqVSiVqtYtasWTrfU61Ws3XbVvLz8lFrNCgUNmzctImCgnyeevopfH06CsqGJDYmhpjoaLIuZvHLL7+wefNmho8YwZInn2wjanWFNaZmNSMEHutDpVKx8ZuN+Pn6sWXzZn7/2GOdnmcOnbbMDWMJPM2MHj2aY0ePcfbsWYYNG2bUe1syN7tvWUab9WahBwzzPWKQmjwymWwG8CdgsiRJta2O+wDlkiSpZTJZOBAFZBsiBoF1IMQdyyMhaiBpmd3XOhBYBpWVlZ12lVHIFUga42nvarWKX37Z361zoLGxkdLSMhYsWMCWLVvYs3sP03R0Gpw7d46q6ioWLV4EBnYSCMwbS9jghIWFck15rY3jLqX0qtZFl2fOmMny5ctbXqs1Gr5ev56SkhJe+fOfcXVxYUj8ECYnTaawsJC6ujrcXN2IjIpCIdc92//UqVMcTz9OXFwceXl5pB07xtWcHCZNnmx0gacZmUxGVGQUUZFRqNQqbBQ9L4utWdwBIfBYK9XV1WRmZra8liTJ4I45S8eU6T8jR47k+PHjQuTpBZbi6jF0nR5D1eR5D3AF9rRrlT4JOCGTyTKAjcCTkiSVGygGgQUj6u1YPv2lpbo1FlxupqamBle3jkVdT5853elxQ/H551/g6TmA8eO7bv1aWFCAk5MjI0aMZNq06WScOKH1+M3OjdyrucTExKBoV2haIDBHZDI5sTGxZGa2bUeubV2La8pr2NvbA1BXV8cb//wn+fn5PPPMM7i6uLSc5+3lzZD4IYwZPYbo6OheCTwqlYpvvvmG22+/nQcffJAJEyZw5OgRkpOT2bjxG4Onf2pDTwKPNXbNao8QeKyX9oXGu3tQY8raPOZWl8fYLp5mAgIDKCsrM8m9rQFRp8dw3bU6lc0kSdoEbDLEPQXWQ2txRyAwZywlraO31FTX4OraUcxRqzU0NDQYJYbs7GzOnz/HsueWdfnUsa62lm3bt+Ht7Q1c77JlY6O9UNO8oamqrsLPz6/vQQssngwLSVcIDQslMzOTiRNvAW7WtWi9UerK2TNggBcqlYrXX38dpVJJZFQUCxcswMZG/0tDjUZDY2MjA290jNFoNOTl5rE5fzPOTs5m6yhov+EU4o7AUomJiQEgICCAZc8v0+oaY8+D5liXJzX3qkmEHrlcjlqtNvp9rQlLS98CSMnSX/qWQUQegaA3iNQs68Laa/I0CzyWsBHsDWqViobGBhwdndocb2iop6am2mgiz4YNX+Ph7kFBYSEuLi44ODq2+XlpSQkffvgh7h7uLFmyhN27d/Hzzz+TnNRz0eSMkzltNjVRkVGkpaUxadIkvb8PgeWQGBRoMQJuWFgYP/zwA2q1CsUNJ0rrxWFrwae92OPq4sKTTz5JeUUFPt7eDPT3R24gscXOzo7Zd89m9erVRISHc/nKZaZMmUJBQQGOTo49D2BkrLmgcmuEuNN/kCvkLFu2jI8++oiysjK8vLy6Pd+U8+CRrFyt004NSYJrpMmcINXV1bi5uZnk3taGpYk9rWv19AUh8gjMAuHeEVgS1pyi1UzNtRpcXFzaPGFvbGxgxYoV2NjY8MILLxgljrlz5/Hzz/vYvn0b1dXV2NraMcDTEzd3d4qKCqmprmHEyBFMmjSJt956i/r6Bh599FEiI6O6HbczK7pMJkMmN09HgcC4WErxUW9vHwICAjh06FCLm6c1zQJFe3dPaeeT5wAAIABJREFUM8HBwQQHG0fEmDhhIh7uHpw+fZq7Zt3F6NGjWb58OQsXLjTK/Xuivwg7IMSd/kpAYADjJ4zn119+5e45d2t1TX938yS4RpKam2V0N4+7uzsFBQU0NDS0pNUK+oaliD3NAufKPo4jRB6BSRHuHYElYe3undacPXuWoKC2T9K2bt0KwHPdpE7pm/DwcMLDwwHQaNTk5+dz+fIVSktLGDN6NHHxcXz/3fe89957TJgwgenTb8fOzq7bMbva4OQX5BMQEGCYNyKwSCwhbevOO+7ko5UriY6Oxtvbh7KyUjw8PFqcPdBW7KmRO6GytTfJ0/L4+Hjib7R8b1I1UVFZ0ZLCZQr6SzpWM63FbSHw9E9CQ0PZv3+/Vueays0zwTuYlCzti8gbA2Onbfn7+zN48GD27t3LzJkzjXbf/kDrwsxgvmJPXxEij8BkCPeOdWKtnbX6k8CjUavZt28f8x+a33Ls7JkzZGSc4KWXXjRZ/Qy5XEFQUDBBNxZakiSxauVK8gsKeObpZ/DXQaDpbINz5fJlbrn1Vr3FK7BsLCVtyz8ggJkzZ/Lhfz4kKTmZ77/7DnsHBx5//P8REND273yCdzB55QdpaLyebtlVKpcxKCkpwdPTs1eFnPtKf3LtgBB3ekvzOtWa0s8DAgLIzc0lMzOTqKjuHa/NmErsNre0LWMLPdOmTuPd994VIo8BuOnqsV6xx/jfrAIBQuCxdqxpQQT9S+ABSD+ejqfnAEJCQ4HrYsqGb75h+vRpuLt7mDa4GzQ2NvDWW8uprqnm+WXLtBZ42tfhaSY7O5vikpKW4pQCQTOm6jKjC4mJiUydNpXvv/+Ou+fcTXxcHF988QUlJcUt50iSxO7du8g4cQI/Pz8meAe3CBytO0f1hby8PLZv305hYfdivyRJ7Nv3M8OGGq89cPN7PJKV2/LerV3gyTiZ08a5KAQe7Wjd4bX5tbXg5ubG4sWLWffJJ9TX1fd4vqn+Zszts2kKAUCukGNra2v0+/YnEoOC23TisoRuXNoinDwCoyLEHYGl0d8EHoC0tDQmTrzZrjwrKxONWs2kSZNNGNVNGhrqWb58OX5+fixatLjH9Kxmutqsp6amsmPHDh544AGDdBYSWC6W4uYBGDduPNnZ2VRWVjFt+nTWrfuEt99+G3t7e1xcXLh2TYmtrQ0LFsxvI2a2KdScdbMWhi5P0JuamtiydSvp6en4eHtz8OBB7r3vPkaPGtXh3Nq6WjZ8vYGKigruvffeXr5b7ehv6VjNCOeO7rQXctqvU9OsyNUTERHBQH9/Tp85zahOPqOd0d/dPGD8+jxKpRKnds0vBIbBGp09YjUrMBpC4BFYGv1R4AFwcHBAo9G0vD548BARkZFm0ea4qamRt956C3//AB5ZvBi5QrtW6V3V4Tl27Bj79u7jqaeewtfXV+/xCqwDS6jNAzBz5h28887bjB8/jqVL/4hGo+by5csUFRXh5eVFZERkt5+Zzgo197TBUqlUvP/BB9TV1vLSiy/i6enJ8YzjfP7Z5wwaFIyvz83PVWFREWtWryY2LpYFBmrXDv0vHasZIe7ojra1IROiBpKWWciJg1lWIfTcNesu1q37hPj4eBwcHLo916S1ecyoCHMzxkrbOnvmLOER4Qa/j+Am1iT2CJFHYBSEwNM/sKZ6PP1V4IHrdu7q6pqW1/X1dQQGmH7DoFI1sXz5W/j6+rJ48SKtBZ5m2m96lEol3337LY/+/vdC4BF0iSW5eTw9PUlMTGTXzl3cP3cucrmC8PAIwsMjdBpHF7Fn/fr11CqV/Onll1vq66SnpRMWFoaPt0/LedeuXWPN6tVMnTaVsWPG9ubtdUt/FXZAiDu60pNrpyusSegJCQ3B2dmZstJSAoO0c8oIN49x6/NknMhg7ty5Br2HoHOsQewRIo/A4AiBp39h6Qsf6N8CD4CzszPXam6KPJ4enpRXlJswous1PP76X39FI2nw9PREo9GgrcbTVZrWt99+y4iRI43WQlpguVhKS3WAKbdN4Y033yAvL5fAwL5tjHpK5dJoNGRnZxMYFIhCLiczK5NdO3eRm5fLc398ro37b9v27QwZMkSvAk9/TcdqRog7uqGPjq7WJPQ0NjZiq2W6s6ndPP1N6CkrK0OpVDJokPl/51gzliz2iMLLAoMiBB6BpWIJmzlDcenSJQICbxYyrm+oR6VSmTAiOHLkME2qJmbOnIlMJuMf/3id3NyebdxdpWllZmaSlZXFjBkzDBKvQGAqHBwdmTFjJls2b0GSJL2N21mhZrlcztNPP01OzlU+/OhD1q1bh3+AP0/94Sn8/Pxarr106RJZmZlMv/12vcTSulB0fymi3BpRUFl7mosonziYRULUwJZ/faH5eksvyBwcPIjLly/rdI0pCtGb42fb0Bv97OxsoqKizCJNXmCZBZqFk0dgMITAI7BELCUtw1DU1FSTk5PD4sWLAbh6NYezZ8/y0ksvmTSuw4cPc1vybSQlJTN5chI//riHDz74gAEDvAgLC+Wee+7tsBjqSuBpampi08ZN3DPnHuzt7Y30DgxH+42GpT9dNlcsyc0zduxYDh06RGrqIcaNG6/XsTtL5XrmmafZtHETkydNZurUqW0+i9XV1Xz22WfMnTsXhz583vpzOlYzwrmjPfpw7XRH85iWXJB52PBh7Nu3j7FjxoAWYoKpU1fNyc3TjCHdPHK58GKYG5bk7BF/PQKDIASe/oc11OPp72lacL1uhpubG7a2dkiShq+//pqEhAQ8PDxNGldxcTFDhgwBQCaTMW3adB5//HEmTphAdvYl/va3v3Hu3NkO17XfCNXV1fHxqlWEhYcRFx9nlNgNSeu5tvXTZUt/wmzOWEJLdZlMxgMPPMAPO36gtLTEIPdo7aC5VFFPwpQ78QiLbSPwKGuVrFmzhvHjxxMbG6vzPVq3PW99z/6GcO5ohyFcOz1hya6eoUOHolapOXX6tE7XCTfPdZo396lauIp1paK8AldXV72PK9APluDsEU4egd4RAk//xRKfZLWnPws8AN7e3pSXlSNJGpRKJcXFJTz33HMmjamwsICmpiaCgts+wQsNDSM0NIxx48fx228H+PTTT4mIiGDx4sWcOpPfYZzqqmpWrVpJRGQks2fPNlb4Bqf1XNvydPlGzQiwjs+luWDqJ9m64Ofnx7Tp0/nyyy955plnDWr778zdE+XtwsqVK4mLj2Pq1Kk6jSdcO9cRzp2e6W0RZX1iqXV6ZDIZM2bOYMf33zMkPt4s3DySpCE3N5fz585TUFhIQ0M9DfUN1DfUUxvkxZHDbvxu0liCtCwWbWgMVZ/n/PnzIp3cAjBnZ48QeQR6RQg8AkvFUjZuhsbW1g4XVxfKy8vx8vLG1cWFUydPMXzECJPFdOjQIcJCw5DLO6+0LJPJufXWWxkyZAiffvopb7/zCYnjxjE9/qZz4PTp02zauJFbbr2V25KTtVrMmjvdPTkWYo9hsZSW6hMnTmT37l1cu1aDq6ubwe/XLMjsvnyGD3/8kbDhicy6fbJW1wph5yZC3OkZQ6dj6YqlCj1xsbFs2LCBqqpq3D3ctb5On3OgUqnk3LmznDt7jgsXLuDi6kp0dDRDhsTj6OiIvb09DvYO2NnbsSv7DGvWrCEgIICBAwfi5OREwqgEPNw99BJLb2gWevRFbm4ulZWVhIWH6W1MgWFpL/aYg9AjRB6B3hACj8DSsYRNmzHw9fWluLgYLy9vYmJjOJZ2zKQiT3FxMYFabHQ8PT159tlnWL9hD7+t/4rxL76Iq5srB347wP5f9rNg4ULCw8ONELHh0Xa+bf3ztFabIkvahJgbluTmAbC1sTVq4fTs7Isc/GwDs2bNYtSo0Z125Wqmv3fHao8Qd7rHHFw73WGRQo9Mho+PD8UlxVqLPL2dAyVJ4syZ0+zdu5fy8gqcnJxQyOWUV5QTFRVFTEwsd86ahYdH14LNQ16T+G3QIOQ1xdTU1FBRUcH/vfV/DBk6hNuSb8PHx0fnuPRBgmskqblZenHz/PTTTyQlJ2FjI7bplsZNscf0rh7x1yPQC0Lg6d9Yej2e1Nw8IfC0QqVStRT8i42NZdu2bSaNRyaTad0l6MSpXB6ZNoUvS4t57/33eOH559nz4x6efPJJBg60jvmpt/OtcPfoF0tw82zdugVnZ2dcXFyMcDeJQ4dS2blzJwvmzycyKgroPJWrNf1d2AEh7vSEubl2usMSCzJXlFcwwHOAztdpNwdKlJSUcOHCBQ4dOoRcLmfq1GmEDBpEbV0tTU1NBPgHoNBB0JArFODhz22jxwAwY8YMDvx2gH++8QYLFy5gxPDuH0ppJAm5gdy8fUnbUjWp2LV7F1evXuXBBx/Uc2QCY2IOYo8QeQR9Rgg8ArCMhUxnWNITeWPQ0FBPbm5ei+MlMiKSmuoacnOvEmSgDhI9UVdXhzYaT/NGSaVWU15WjoO9A4dSUwkNCbUagaeZvsy3QuzpO5bi5gkODqaoqAhbWzuD3qcgP58tW7fQ2NjIH/6wBF9fvw7ntBZ7hLBzHSHudI25u3Z6wlJcPRqNhsqqSjwH6NZcQbs5UOI///mQsrJSBkcN5s477yQmJga4LrC4uWufHtaaCd7BpJTedAg6Ozkzffp0MjIyOHnyJDExsV128su5epXVH3/MsmXLcO/l/buiL/V56mrreO/99/D19WXp0qXY2Rl2zhYYB1OKPaK7lqBPCIFHYA2Y+9N4Y3LhQiahoSEtm0IHR0cmJ01m7Zq1JomnqqqS/Lx8xo1L7Pa81p1nKisrybmaw4QJ4/lxz49Mv326MUI1Cvrs4NK6+0zrrjQC7UgMCjT7TlsJIxMoLCykoqJCr+NqNGoqKys5mJLCv//9b1auWsXIESNZunRppwJPa4TAI7pldUfrechYHbIMhbl33qqrqyM9PR17e3skjXZu2fZ0Nwfm5uZSXl7GX/7yX8ydN4+YmFiaBR590N4Z+Oyzz6KQK1i7dg0qdccU1fyCfFavXg1AWVmZ3uJoTW838b8d+I2goCAWLVokumpZIc3duIzZiUs4eQS9Rgg8AkvHEp7EG5tz587eeNJ2k/j4eA4fPmySeK5cuYKrmys+Pr49ntu8UfL29iYwMJDvvv+eJUuWEBAQYOgwjYIh51zh7uk95py2JVcosLe3p6mpSavzS0qKybyQib2DPcXFxdTW1jJw4ED8/f2pq6vj/PkL+Ph4s2fPHhQKBeHhEUyfPo3Bgwd3WRhdcBPh3OkcS0rH0hVzdvR8+eWXNDY2sujhh1HYaPf5bWhooLSkhNraOigv40z1NWqqrhAcFIyLiwulZWXU1dWiUqnYvXsPt99+u0E6+7V38wDY29vzwAMPsG7dOjZ+s5F58+a1pHtnnMhg27Zt3HnnHez9aS8ajUbvMTWja32ehoYGDhw4wJIlSwwWk8A8SAwKNlonLiHyCHqFEHgEzVh6PR5z3ZyZgqamRk6dOsWUKVPaHO/tEz590NDQQG1tHUePHGH0mDGdnpNxMqfNhqmoqIiy0jIef/xxIfDoiBB7dMMS0rbq6+p58803eO2113B2blubR61SUVhUxNWrORw7eozSslJiY2JpamrCx9cHP7+BFBQUkp6WjlwhJy42jvz8fKZOncakSZNM9I4sDyHudI41izutMVehp6amhtGjRxMRoV1MpaWlrFq1Cjs7O5ydnPAcMAAbHz+yL1dx9OhRlEolXl7eODs7Y2Njw9SpUxg9uvPvbX0wwTuYlKyrbQq6y+Vy5s+fz9/+9jdm3jETN1c31q5dS1VVFfPnLyAj4zghISFEREQYLK5mtE3b2r59O/Hx8fj5de+CFFgHxmq7LkQegc4IgUfQHnNatGiLKLbckbS0NEJDQhkwwKvN8d8O/IaXl1cXVxkWmUyGu5sbO3ftZPeePTQ1NRETE01ycjK+vn6kZ1xBLr/+lLCpqYnUQ4fYu3cvd955B8HB1pUWYsw5V3Tl0g1zdvO88sor7Ny5kzfeeIOIiEjmzr0fuVzOzp07SU1NZcAALwIDA0hOTiYmJuZ6UVOBXhDiTkf6i7DTHnMsyDx9+nT27d3H/v37mT17NkPi46G960aSyDhxgl9//ZXS0lJmzJjBuHHj2pxyfT01y4iRt+VIVm4bocfOzg6FQsH58+fx9PSkuLiYF196CZlMxqfr1rFkyRLeePMNHnzwQUIGhRgkJm3r85SXl3Py5En+/Oc/GyQOc0KpVLJ+/XoA5s+fj4ODg4kjMi2GFnuEyCPQCSHwCKwBc3/ybhokfv31V+6efXebozk5Vzh9+jQvv/yySaJKGJlAZWUlv/7yK8nJtzBs+DDS0tL44IP/4O4ZRm2tEueKCi6HhXH+/DmCBw3i0d//nqCgoJ4HtxBMXc9BuHu6x9zdPA6Ojtw9Zw5JyUns37+ff/zjdSRJw4jhI/jLX/4LZ2dnU4dodQhxpy2WXkRZn5iTqycuLo64uDiyMrPYvGUzhw4dYty4cchlcmxsbVDIFfz4048orymZfvt0vL28Gejf+f87UwndnaVtASxatIjvvvuO3Lxc7rvvPhRyOT/+9BMeHh78+NOPNNQ3kJ5+3GAiD9wUerojIyODYcOG9QvBw9bWloKCAhwdHVm1chUPzX/IZA8QzQlDiT0ybdvSmpKIiFjp9TfXmTqMfo8QeASdkZZZaPKFiq4IF09HsjIz2bptKy+88AKtCyN+9NGHuLu788ADpm3nWZCfz1frv8LX15cFCxbS1NTEwdRzJEdFUlJSSnb2RcLDIwgItI70rGbMcd5tnaJpaZ99Q9Es8ljCvFJdXYWtrS2Ojk6mDsXqEOJOW/qra0cbmudRc5lD1So1v/72K9kXs5GQUDWpaGhsYMiQISRNTkKu6L5XjynXVc0iT2s3D4AkSVzJuUJw8CDOnD7NJ+vWIZPJiIgIZ9SoUaSmpvLM088YPL60ms7r8zQ2NvL2229z//33GyV9zBzIyMhg9+7dxMTEcOzYMdzd3Zk3d57Vrd36Qmru9b/n/yQ9eEySpNG9HUeIPAKtMMeNhsD0mNsiRRssaTNmTNat+4To6GjGjRvf5viKFSsYMWI4kycnmSawVpSXl/Huu+/x6quvtulMY62Y+7wrxJ62CPG4fyKEnbYI1472WOIaqitMvbZKKb3aQeRpTXVNDWWlpQQGBmJnZ8ff//EPPDw8iI+PIzo6mgB/w4kMze6M9kLP1+u/RkJqKRDdH5AkiW+++Ybq6moWL17Mnj17qKmpYe7cuaYOzexYHHlLn0Qe0UJd0CPmvtEQmBZLWpyYehFirly7do2srCxGjhzZ5rgkSTQ1NdHY2GiiyNpSXFyMs7MzaemXgP6xoTLneVe0YO+IubdUF+gP0Qa9LdbU+txYmHuLdV0wh7//9i3VW+Pm6kpYWBh2dnYAPDBvHiOGD6eqqpoPP/yItLQ0g8XVnHrT7NCA60WvT546yZw5c/qNwAPX6yzee++9AGzevJmxY8dy+vRpg3Y7668IkUfQLULgEVgbQuDpSFpaGvHx8djb38wJb2pqZM2aNSiV10hMTDRhdDcJDw/HyzuSX375hRhXl54vsGAsbdHfekPXX8Uec9jkCAxLs7DT3NGvv4s7rcVdIez0DmsTekwldE/w1q3RQmRkJLfccgt3z57NkiVL2LJlC5WVlQaKrqPQc/LkSWJjY7G3tzfYPc0VhULBwoULKS4u5ocdP+Dt5U1KSgo1NTVC7NEjQuQRdIkQeATWhDkXRjUtEocPH2bs2LFtjn711VeUlBTz8ssv4+bmbqLY2mJnZ0/CqARca6ooKCgwdTgGw5Ln3v4u9phykyMwHMK105bOXDuC3tPeESnoHRO8g7t183SF/8CBjB49moMHDxogqpu0LqZ76dIloqOjDXo/c8be3p4nn3iS/IJ8YmJj2LNnD++8/Q4rVqygrKzM1OFZBaK7lqBTLHmTITAOretxWArCxdOWoqIiDhz4jaamRsLDw9v8rKysjIkTb2nj7jE1GSdzUCqVFBcVM9DPz9ThGARrmXu7asEOlpXi2VuaBQEx51gm7YW6/i7qNCMKKRsWc+q81VsSgwJJNfH8176lujbEx8ezY8cOZs6caaCobpKae5WrkobkgP5dbNjG1obk5GRSUlKYMmUK27dvxz/An6NHj3L77bebOjyLR4g8gjaIL3CBLljKIkS4eDonM/MC+Xn5PPzww7TuqAWYZY64Wq0h4/vvmT59Oh6enqYOx2BY29zbRvBp1Ya9GUuZR7SlWRBIzc0TYo8FIYSdzhHrQuPS/DtuFsctcX5MDApsmf+MPfc1p22lZHXecasrQkJCKCoqIi8vj8BAw332E1wjKSktobGhgdNVlVzVqDvtvNVfGD16NCkpKXh6ejJr1iw83D1IOZhCY2NjS/0kgIKCAhrqGwgKCsLGVsgX2iB+S4IWrOUJskDQGWKT1REnJ2c8PT0JDOy4CPLw8CAvT3fbs6HIOJnDmTOnGeA1gIkTJ5g6HIPQXNfCmmn//qxZ9BFij3kjRJ2uEcKO6bF0sadl/jPR3DfBO5iU0qtau3psbW2ZN28eK1etYvGiRYSFhfV4jVqj4WLW9f8/gwcP7vScmpoaUg6mcDHrIiqViiZVE1WVVdx2221M8h+BXCYjNffm562/CT4ymYzQ0FAqKipISkqivr6e9OPp/P3vf2fYsGEMHDiQsrIy0tPTcXR0ZODAgSxatMjUYVsEQuQRAELgEeiGJaZqCTri5OSIslbZ6c+GDx/Ojh07jBxR5xQU5HPq1GlK0tN47rllYIYuo77SX+sw9CT6WNrGpjOE2GMedFYrSQg7NxGtz82T1ilcYHlzoiW5eoYNG4atnR3r1q3DydmZ+Lg4QkJC8PLywm/gQOSt1h7FxcWsWbuG6qpqhg8f3kHkaWpqYvu320lPT2fE8BFMnTYVezt7bGxt8PDwwNnJueXc5lo9aTVZLYWZ+5PYI5PJUKvVADg4OPDII49QWVlJRkYGxcXFyGQyXnjhBfbt24eDg/mUEDB3hMjTzxHijqC3WMpCIzU3T2yousDX15f8/AIkSeqQnuXp6UlVVRWNjQ3Y2Rmv+4NGo+batWtUVVWRfTGbY8eOoZF5kuDrwz1LluDgaH1f8GIevkkH0ceKXD6tBQVT16zoLwi3Ts8I14750+LqsVCxx5xcPdC92BMbE8N/v/oqV6/mcPbMWQ4fPkxxcTG1dXXExMQwZMgQ5HIZ32z4hjtn3UlxUTGHjxxhw4YNJCcn4+PjQ0VFBes+/RRvby9eefkVnJ2du7xfa/qr2HP16lWmT5/e5piHhweTJ09ueS1JEufOnWPu3LnGDs9iESJPP0ZsLASC/s2AAV44OzuRm3uV4OCbi66jR46wectmhg8bjq2tXTcj9J6VKz+iqKgIV1dXnJ2dqa2tpbqqmmvKazg5OeHu7k5gQCCz755NjdKWccG6FVG0FMQ83D1d1fOxpA1OZ7Tf9IAQfPSBEHW0Qwg7lok1iD0md/VoIfbIZTJCBoUQMiik5VhFRQVnzpzhYEoKZWVlLF68uCWla/z48aSnp/Pue+8xOCqKzMxMkpKTSJqc1Kv6hv1F7CkrK2Pv3r0UFxcTHNz5+2tsbKSxsZHs7GxkMlmX5wk6IpMkydQx9EhERKz0+pvrTB2G1SA2FYK+0JyqZQkLi+aCy2Lz1DXfbNiAt483ycm3tRx78803GDt2LElJyQa779atW9BoJMaMGY1SqcTJyQk3N3fcXF2RKxQt52WczLHqjVp/qMNjCFqnjFrCXNQTrYvDi/lKN4Swox1C2LE+LHkeNPX6LKX0ast/69qJqytqa2s5lHqIwVGDCQrS34OptBrrrNnzP3/7H0aNHsXkyZM7dTuVlpby/vvvo1arkSSJ+fPnExMTY4JITcPiyFuOSZI0urfXCydPP0MIPAJ9YEmLCbFh6pqy0lJOnTrF08883XKsurqK8vJyJk6caNB7e3l5U1hY0MZB1N8QAk/vsfQn2u3prG5Pd/TneU2IOtoj6uxYN5Y8D5rS1QM3nT2geyeurnBycuK2Vg/M9IW1OnsUNgqysrLw8PBg5IiRODo5tvn5qVOniImJYd68eSaK0LIRIk8/QTzBEegDUXDZuvh+xw6Sb0vGx8e35VhmZibu7h4GS9NqJiszk4SEhG7PsWYXT38ttKxvLHmT0xna/r2naiEENWPpgpAomKwbQtjpf1jqPGjqWj3NtC/QDPpz9+gTaxN7Xn75Zc6fP8/Ro0fZvXs3zz//PK6uri0/r62txRIyjswVIfL0A4R7R6BPLGHhAG3THwSdk3PlCrNm3dnm2MWLF/H3N/xcUVtXi71D1wWdtXEzWCpiTtY/nW1ywHLmK13RReTQRRAC8xCFhFtHd8TDPEH7edBS5r/Wrh4wA7FHyyLNpqJZ7AEsqv26JEmcOX2GyKhI7O3tkcvlxMbGEhsby7fffsuuXbu47777ALhy+QqHDx9m2bJlJo7achEijxUjvvAF+sQSXTzmsFkxV2prldTV1+PpOaDN8YsXLzJt2jS93OPcubPk5xeQkDASDw/PluNVVZUgXXcNxcTEdnm9NW7shMBjWKy1UHNf0EkQ0jJdrBl9zbFC1OkdYp0n6IwWsceC5r/2KaumXL9pK/ao1Cree/c9HBwdCA4exNAhQwgODkYmk1FRUcHF7Gzy8/JwdnYmLi4Of39/vcdqKe6eiooKNny9gSs5V5g0aTIzZtxORUUFzs7O2NraUlFRgZeXFwD19fV88eUX3Hvvvbi5uZk4cstFiDxWithICAyBJSwUQLh4tCE/P5+AAP8OnR+amppwdtKu3Wd3nD59ii2btxATG8Pbb79NQEAACoWCsrIyampquPXWW7nttimdXmutLh4xLxsXS01hMCXGFISEsNM7RDqWQFssVewxB1cP9Cz21NXVU1xczMMPP0x2djZffvklEhKSRqK+oYHIiAiLWJdPAAAgAElEQVSCgoK4fOUyJSUlPPDAAwaLtTOxB8xH8Pnqq68ICwvjvvvvY8WKFdTV1pKamsqQoUOIjY2lqKiIhx58CI1Gw6ZNmxg8eDBDhw41ddgWjRB5rAzxVEcguI5w8XRPfn4BAQEBHY57e3uTczWH2Li4Po2v0WgICgrivvvu5+677+bcufPY2CgYMMCLAQM8sbGx7fZ6a93wiXnZ+AixxzDo+hltnzZmrZ9xQyCEHUFfSIgaaFHznzm5eqBrscfZ2Rk/Pz8qKiq44447mDlzJnl5edjY2ODn59fyEO3EyZMcO3bMKLG2TuUyF8EnPy+f3NxcHnvsMezs7EhKSqKiopI/vfwn/vWvf+Hp6UlVVRXffvstmVmZuLm5cf/995skVmtCiDxWhHhKLDAUaZmFZr8oEOhGfn4eYWFhHY77+vpRUFDQ5/G9vbwpKS0FwMbGlqCgINzd3ZDJ5N1eZ80uHjE3m5Y2qVz9oG6PuSFEHd0RD+4E+sISxW5zcvVA52LPvAce4IMPPiAmJgZPT89OW6c7Ovx/9u48Pq76vvf/axaNRpqRZjSLFmuXF1m2jI33nSW4BhIgLNkgEEoggZImaZLe26b39tHe9ub219ymfeTShtsst2FLQwIEAsYEvBvLxrbwKluyLNlaLGm0zb7PnN8fWrAs2ZasdUaf5+OhBzDLmTPCnnPOez7fz0dPMBiY0n2FmRH4NDc389Of/pSHHnoIna5voMftt/dNIPN6vSiKwvr161m9ajVvvvUm9913HwsWLBhWZS7GTkKeJCEBjxB9ZKnW6DRdbGLTps38z//59+Tl5bFp0yYi4Qgff1zNqpWrxr19m91OPBbjX//1ObLt2Rw+cpi77rqL20YxXjTZLgZlktbMk4gXPGJ2kGBHTKZE++ybaVU9cMX49a5m5q1Yz4GqKj59993DHqsoCsePH5+QZfDjMR2Bj6IovP7669xzzz3DpqlGo1FeeOEF1q1bR1ZWX8/GJ598clL2Y7aSkCfBSbgjJps0XE4+Ab8fl9tNPB5Dq9VSWFDIm2++xdq1a8jKyuKz998/7tdISUnhz//Ln3Pq5ClOnDxBZeUSduzYwa233nrVap5krOKRz+iZLdEueERykuVYYqol2mffTKvqGbDeVkiW3cO2+pMj9u1p7+ig5kwN/+XP/8t07eIwlwc+MDkTuhRF4fe//z0ajYaVK1cOu+8///M/MRgMbN26dUJeTwwnIU8Ck4sHMVVm8oFfjF1TcxOFhQU0NjYyf/58UvV6SktLKSwo5APvjgl7nUgkwomTJzh/voGlN93EU089dd3lWslUxSOf0YlDlnKJqSbBjpgJEmns+kys6gEoKysj+PrrWObfRI/NOBj2qJztVB2sYk7eHPR6/TTv5dVdbSQ73Fjo4/f5+c1vf4PX6+WJP35iyNKrWCzG7373O5xOJ1//+tdRq699TihunIQ8CUguHMRUSbQqnkMtrTPmoD+TuVwumptbaG/v4P7Pfpbq6mqWr1jOnPw5+P1+enq6sVis43oNh8PBf/y//0fZ3Ln81V99/7qNlpOtikc+pxNXon3DLRKLLMcSM9HlzZln+ufdYNgzQ6p6UlP1fOlLD/PSSy/y9NNPYzKZ+N3po9TWnsWaXUyJdXqXao3FeJZ1KYrC4cOH2bZtG8uWLeORhx9Bm6Idcv9Pf/pTtFotX33iq6SkXPu8UIyPhDwJRi4cxFSb6Qd7MXarV69hYflCWlpbmDdvPr997bd87vOfIyVFx8aNG/jRj/6ZZ5/9E/Lyhk/fGq333nuP5cuXc8eWLaN+TjJV8YB8Tic6CXvERJFgRySCRAp6YOgSrukOesrKyti8aTP/9/n/SyAYIE2fxjPPPM05VQiAw/UtQ5ZxJYLRBj6KolBbW8u7776LVqPlqaeeIj9/6PlcNBqlsbERl8vFgvkLSEtPm/w3MMtJyJMg5ARBTLVErOIRo1NXV0dT00WWLFmCw9FBZqYJozEDgKVLl1JVVUU0Gh3Xa3R1dnLbbbeO6rHJWMUjn9PJQ8IecSNkOZZIRIOfdwnyWTeTqnpuve02br3tNhRFIR6PodFosfffd+X49UQzUuATjkSora2l/chRUlNTufPOO6msrByyPCsYDLJv3z4OHDiAJcuC1Tq+KnExehLyJACp3hHTZaYf3K803d/kJIqqqgOEQiEOHjxIMBhk+fIVg/d5PF7Uag1vv/0OzzzzzA1tX1EUOrs6sdlso35OslTxyCSt5CV9e8S1jPR3X87bRKKSqp4bp1Kp0GiGXmIPmchV31cRk4hhD/QFPpfaLvHL//glc25ZyLqHHsRgNOKHYaPPt23bhrO3r/9Obq58Hk4lCXlmMKneEdMl0ap4xNg0NzXzzJ88g9VqpbW1FZPJNHjf4sWLuO3WW9m5a+eYt+v3+4jH45w7V09OTg56/fXLcZOpikcC+dlDqntmNwl0xGyQiEEPzIyqnmsZCHwGwh5IrMCnurqa3735Jvd/9rPcfPPNn9x+xZKuZfZsPv74Y773ve8NOc8UU0NCnhlKLhbEdEuEA/oAabg8eh6Pm3A43F8yqyI/f+iJhcPRyQcffMC99907pm2+/vob1NXVkpKSgkql5vOf+9yon58MVTzymT07SdiT/CTQEbNZogU9MLOqeq5lMOxJoKVce/bu5cCBD3nm6afJy8sbct+Vo9lf2f8Oc1av4qzHzRoJeaachDwzkFwsiOkkVTzJraW5hYLCAkA14v02m5W4EmfFihUj3n+l5uYmfv7zn7NmzVoeeeTh607RulwyVfGAfGbPZrKUKzlIoCPEcInWpwcSp6oHEifsaW5uZueOHXz7298mKyvrmo91Op2ceesg3/3OdzFnmCdkNLsYGwl5ZhAJd8RMkQgH8AHScHn0goEAO3bsoLKy8qqPcTqdaLVadLrUUW1zz5493HHHHWzcuOmG9ilZqnjkc1sMkOqexCCBjhBjk+hVPSBhz3i89dZb3H333dcPeFxOfv3rX7N+3XrMZjMwvtHs4sZIyDMDSO8dIcZnJh+0Zwqv18O///u/M3fuXG659darPq6utg6z2Tysed5IQqEgp06d4u677x7z/iRLFY80WhZXI2HPzCGBjhATI1GDHkDCnnEqLStj+/btVB08SHpaGsUlxWzetJm0tL7+i+FwmN27d7Nv/z7WrVvPHVvuGHE7EvhMDZWiKNO9D9c1d26F8oN//OV078aEk3BHzDTV59oT5qA9QPrxjIbCD3/4QyKRKJ/59KfJL8gf7MlzpZ/+9N+xWq088MCD19+qEufNN9+kpuYMjz76ZQoLR///4fjJpoSv4pHqSzFWly+HTbTP2kQhgY4Qk2/gsywRP8curwBPhPPHA10zo0FzXFHo6uok4A/gDwQ4cfw4p0+fxm63o9Fo6OruorSklM985jPXrfYZSbVHlnRd7vF5G48qirLyRp8vIc80kHBHzFSJFvJIwDN6587V0djYSGtrK+fOncNgMPD97//VkIodl8vJP/zDP/Dtb3+bnJzRfzadPHmS1177LUuWLKGkpITi4mJsNvtVHy8Bj5jtJOyZGBLoCDG9JOyZWgOBz0yo7IG+Jf5Op5NoLIYhPX1YM+YbJYGPhDwJRcIdMZMlWsADEvKMVTwWY/t72zl65Chf+tKXmDd//pD7f/7znxMOh3nmmWfGvG2ns5cTJ07Q2NjIqVOn+Lu/+7sRR6gPlEoncsgjAY+YKBL2jJ4EOkLMTIkc9EBihz0wcwKfyTQbQ5/xhjzSk2eSXXlSIickYiZLpDXWA2b6iMyZ5P/9x3+gKAp/9p3vYDQah9zX2NhIQ0MD//2//bcb2rbZnMXmzbdgNpvx+wMjBjwDEjngGSCf5WIiXG0q1/Uk2uf0jZBQR4jEcHmfHki8z6fLz0kOXdYvcCafW47UtweSN/C5Vh+fy82G8Ge0JOSZBFKxIxLRwEE6kQxMTRDX19zcRHt7G3/5l3+JWq0Zdr9Wq0Gr0aBPu3o4cz0dHR3s3LmTzZs3j3h/sizTks91MRnG8udqLIHQaMyEizIJdYRIXMnSaH6kJs0wcwOfgbAHZmfgc7lrhT8w+wIgCXkmgFTriGSSaNU8awryOSTVPNe1d89eNm3aNGLAA+D1eEfqwzwqLS0t7NjxAY2NF9i0aRPLli4b9phkCXiEmAkm8jzj8ouyiTKaY4iEOjOLx+PBYDCgVqune1dEArtadWIinVfCFdU9SRD4QPKGPgOuFv7A7Kz+mbSQR6VS/Q3wFNDZf9P3FUXZ1n/fXwJfBWLANxVFeW+y9mOySLAjklEiVvMMkGVb11ZbW8s9994z4n09Pd387s03WbVq1Zi3297exk///d/Z8kdbePjhh0lJ0Q17TDIFPPJZL5LNRP+ZHktoJH+fZoYLFy7w3HPPYbPZWLNmDXa7HbvdTk5OznTvmkhgyVbdA4kZ+MDsDH0ud60A6FDL1Y9XiRwATXYlzz8rivK/L79BpVItAr4ILAbmAB+oVKoFiqLEJnlfxk2CHTFbJGQ1T/+Bd6YecKebPi2NSCQy7PY//OE9du3aRVlZGXffffeYt/v222+z5Y+2sHHjphHvl4BHiNlF/p4knmPHjrF161bKyso4efIkjQ0N1Jw5w7PPPktpael0755IcMkS9sDVA5+Zfu4poc/V3cjyr0QIf6ZjudZ9wH8qihICGlUqVT2wGqiahn25Lgl2xGyTqNU80p/n2gyGdHw+H1arbcjtO3fs5ImvfpUFCxaMeZt1dXV0dXWxbt26Ee+//NuuRCUBjxAi2fn9fvSpqUQjEcrKysjJyeFiUxM2m+36TxZilJIp7IHEbNg8QEKf60v06p/JDnm+oVKpHgOOAN9VFKUXyAcOXvaYlv7bZgQJdYTok2jVPAOkmmdkBoMBv98/7PZUfSpa7dgOBT6fj0OHDrJv3z4efPAhNJrhz5dR6UIIkRhKS0s5evQoTc3N6HQ6dDodX/jC58nIyJjuXRNJKNnCHki8hs1XktBnbBKh+mdcIY9KpfoAGOns96+AnwB/Byj9//wn4AlGbu2pjLDtrwFfA7DZJvcEW4IdIYZK9GoeCXqGS09Px+12D7vdkG6gtbWFsrKyUW3n5MkTvPrqqyypXMKTTz5Ffv7wECcZAp4BcjwQQiS7devWXbUiU4jJksxhDyRu4AMS+tyomVT9o1KUYfnKxL+ISlUCvK0oSmV/02UURflf/fe9B/yNoihXXa41d26F8oN//OWE7pMEO0Jc20DIk4gH3IFlW4l0QJ1sZ2pqeP2N1/mzP/sz0tMNg7cfOnSIt956i8yMDGLxGH/5l99HpRp5zFZHRwc/+cm/8dRTXxsx3IHkCXhkVLoQQggxdS7/cjERzz2v5fJ2Aslwbnqga3i1ioQ+N67aMzwA+smtXzqqKMrKG93mZE7XylMUpa3/P+8HTvX/+1vAKyqV6kf0NV6eD3w0WftxOQl2hBi9RK3mAenPM5KKRYtYXFfLO2+/w+c+//nB29esWUNWlhmfz8fLL798zW2EwyHS0tImNeAJ+APElTgGg4F4PM5HH31Eamoqy5Ytu2r4NNFkVLoQQggxtUYav54sYU8i9+8ZiVT6TKxrVQDdqMnsyfOPKpVqGX1LsS4AXwdQFOW0SqV6FagBosCzkzVZS0IdIcYvUXvzgPTnuZLH46GoaPjvY8GCcqLRCCqVGr/fj8FgGOHZUFBQSDgcxuFwkJ2dPeS+8QY8Pp+PPbv3cPDgQeLxGDk5uShKHI1GSyQaYe/evXz+858nLy/vhrY/WtKHRwghhJheg0u5LruWS9Rz0SslW+ADEvrMRFOyXGu8xrJcS4IdISZW9bn2hD2wyrKtof72b//mqn10AF588QU6Ohx8+cuPYMo0oU9LG1Y98/rrrxOPx3jwwYcG7xtvwHPs2DFeevEl1q1fR0VFBe3t7eTm5BIKBSlfuJCmpiZ+9cqvuO+z97F8+fIbeo3RkIBHCCGEmHmSeSkXMKz6PNnOW2V519g9tWLVuJZrJUXII8GOEJMnkXvzQN+BM9kOljfqg/ffp6W1hYcffhidLnXY/cFggOeff56uri7C4QiKoqDVaNBotcTjMcLhMFqtlmg0SlZWFn/xF3/BqZpLwPiWaH300Ue8+utXWbpsKQ0NDeTl5uF0OkEFTqeTwsJCbrrpJjZs2HDDr3E9EvAIIYQQM1uyhz2Q/IEPSOgzGrM25JFgR4ipk8jVPCBBz4BQKMivf/0q58/Xs27dejZu3IjRaLzq42OxKBcvNrFr1y7OnKlBrVYTj8cH73/wc0+Rnp4+IU2Wa2pqcHQ4WLd+Hak6HbV1dRiNRvJy81Br1OPe/rVIwCOEEEIkjtkQ9kDyNWy+Ggl9hps1Ic8X7//vQ26Tk3Ehpk4yVPNAch8gR+vChUaee+458vLyaGtr45ZbbuXOO+8kJSVlyOMUJc7PfvYzWltbUeIKWZYsNm3aRDgc5rXXXmPVmq0sXLgw4adogUzSEkIIIRLRbAl7YPYEPiChD4w/5JnMxssTxu8LARLsCDFdEnnSFnwybUsaMUNRYRGFhYU0Nzej1Wqprj7K8ePHePCBB6lYtGjwcT3dPXR0dGA2m9m4cSMrV64avG/Hzo9pbmpm/QhNnBONBDxCCCFEYhps0HyufbAqN1nDnmRs2Hw10sh5/BIi5ElPTZGTcCFmgESetCVj1fuoNRq+9a1vc/ijj3hn2zssXbqU+vrzvPzKyxgMRiorF1NRUUFXVxcZGRmEw2FWrPjki4SBJssPrV/Lq795le9+97vo9frpejvjIqPShRBCiMQ3m8Ie+CTwGfgCc0AyBj4wPPQBOFAv1T7XkhAhjxBi+iV6Nc8Aqebps2r1arJzsnnhly+wZMkSysrKOFp9lMOHD3P48GHU6r4+OE9//elhU7SC5+spf+brVC6u5If/+EM2bd7E2rVrEyrskT48QgghRHK5/JhePYvCHhge+EDyhj4g1T7Xkxg9eYrLlX/8/k+mezeEmPUSvTcPSH+eK/l8Xnbs2MGRI0dYt24dmzdvJhAI0NDQQHl5OSaTGRg6Jv173/0eP/zfP0SlUtHa2sruXbupratl1cqVFJeUMCdvDharZTAommkk4BFCCCFmh9nUt+dyI1Wvz7Zz30Tu7TM7Gi9LyCPEjJHok7ZAgp6ROJ29fPDBDo4fP8bSpUvZtGkzOTk5wNCAB+B73/0ea9auQaVSoVKp0KfqKSkppqW1lUutl7jUdgmfz8fmzZu58847p+09jUQCHiGEEGL2ubIaPdHPZcdKQp/ECn1mReNlIcTMksi9eUD684zEbM7ioYce4s4776Sq6gDPP/8TMjIyyDSXYjAY2FhSjKIoqFQq1m9Yj9frBSAYDFJXW4cuVceWO7awaPEisixZVFdXU1FRMc3vamQS8AghhBCzy5XH/uor+vIl8nntaFw5DXW2Le+C2dXbRyp5hBBjJtU8yS8WjbK/qgafz0+m28XxE8eJRqIsKF+AxWIhLS2NhvPnOX26hpuX38z69evZvXs3apWa1NRU1q1fR3Z29nS/jSFkkpYQQgghrjTbq3xAKn0GjFTtA1Mf/MhyLSHElEuGkAck6LmWK5dooShcvNhEU3MTPd09BAJ+5uTnc/Oym8nIzJjGPR0dWaYlhBBCiOsZachIMpzzjpWEPp+YjmVeEvIIIaZcMjRgHnCopXXWHrSu5fjJpmGlvYlKAh4hhBBC3Aip8ukjoc8npqLaR0IeIcS0SJZqHpCg50oS8AghhBBCDCWBzyck9Blqoqt9pPGyEGLaJHoD5ssdP9k0qw9OAyTgEUIIIYQYbrY3b76cNHIeaqY1dZZKHiHEDUu2ah6YXQekKyVTwAPSaFkIIYQQU0OqfIaSSp/hxlLtI5U8QggxAWb7WPVkDHiEEEIIIaaCVPkMJZU+w01ltY+EPEKIcUmmJVtrCvI51H8Ami0HnisPuMlAlmkJIYQQYjpdfg5Sfa59yJdPyXLePBYS+ozsyuDnQFczh+tbxr1dWa4lhBi3ZJq2BSOXmCazZKzgkYBHCCGEEDONLOsa2ZXn3rMx8Lnc459aKdO1hBDT7/KDlhywxHSQgEcIIYQQiULOnUcmgc/4Qx5ZriWEmBADF9YDJalysBJTSQIeIYQQQiSSIUu6ZvlyrstdXmF+5bKu2Rj43AgJeYQQE2r5/Nwha49n+4FKTC4Jd4QQQgiR6K78snTAbD+PHtbLZ4RekhL8DCchjxBiwklVj5gKEvAIIYQQIplIw+ZrkwbOoyMhjxBi0gyGPVLVIyaYBDxCCCGESGZXC3zkfPoTowl9YPYFPxLyCCEmnSzhEhNJAh4hhBBCzCbSv2d0RpoYOxurfSTkEUJMCVnCJSaCBDxCCCGEmM2kf8/YzMZqHwl5hBBTSqp6xI2SgEcIIYQQoo/077kxs6HaR0IeIcSUk6oeMVYS8AghhBBCjOzK86PLl3SBhD7Xk2zVPhLyCCGmjVT1iOuRcEcIIYQQYmyuVeUDcs59PYle7SMhjxBiWklVj7gaCXiEEEIIIcZnWJWPhD43JJHGt0vII4SYEWTcuricBDxCCCGEEBNPQp+JMWK1zwxZ4iUhjxBiRpElXOLygMfZ20tTczNdnZ3Ys7NZvHgxarV6mvdQCCGEECI5SOgzcWZKtY9KUZRJf5Hxmltcrvzj938y3bshhJhi1efaATmwzCYDJxXFlhT27t3Lxx9/TGlpKXabjbNnz6JSq/nud74DKtU076kQQgghRPIbOB8fIOfl43OopXXYbVcGP49/auVRRVFW3uhrSCWPEGLGkqqe2SEej9Pc3MzxA3X4fD56m2p4s7ublStW8I1vfIOLFy9y9swZXG43999/vwQ8QgghhBBTRCZ3TazRTvIaD6nkEUIkBKnqST5ut5tdO3exb98+slL7DnieS7UA5OfnY7Vaqauro3zBAhZWVLBw4UIyMjKmc5eFEEIIIcRlpNJn4n3xoTVSySOESH7SmDmxxWNxas7UcOjQIbo6u/B6vQQCAQCyUvMpKS5i9aIibNb7MBiNdLS343A4eOCBBzAajdO890IIIYQQYiQyrn3mkZBHCJFQZAlX4jl27Bjb392OwWBg3fp1pOn1vPKrX7EgfyllZWVsWVeJRqMZ8pzSsjJKy8qmaY+FEEIIIcRYSRPnmUFCHiFEwhms6uk/cMjBYoZSFKqqDrJr9y4+//nPM2/uXFCpeP2111g2bx3lCxfKiHQhhBCzi6Jw4eJFssxmTCaT9JmbYHV1dbz229+ybv06NqzfQIpON927NKtJ6DM9JOQRQiQsqeqZmXxeLwcPHeLIkSOgwNee+ho2u23wfndbFKvVJAGPECJphUIhOh0OHA4HLrcbr9dLOBxGr9eTnp5ORkYGJpOJbLsdk9k83bsrpsilS5d444038LjdBIJBdDody5YtY+XKleTk5Eza63o8Hurq6khLS6OsrAy9Xj9przXdLl68QE5uLmfPnCUUDLH1zjune5fEZa4X+si5/MSQkEcIkdCkqmfm8Lg9vP/+H/j42DGWLFnCF77wBUqKi4d8S3miqp78/Dns+v2vmJMBa9auncY9FkKIiREMBqmpqaG+/hwNDY24XC7sdjvZdjtmsxmj0YhOpyMYDOL1erl06RJut5u2tjbsdjvr169nxYoV0/02kkJPTw/nz59n1cqVM6ZKxuv18v7773Ps2DHuvPNO1qxZg1qloq29nerqap5//nnmlpWx9c47sdvtN/5CikL9+fNUVVXR29NDJBIhHA7j8/uZP38+wUCAl196iYULF3Lvfff1VRIlCkUhEo0SjUYHb4rFYrhdLlxuN57+MHX//g955plnAPi/zz/P2rVrJUidwWRy1+SQ6VpCiKQiU7imXiQcZt/+/ezevZvVq1Zzy623DJmC5XK52L59O52NXsLhEK6WsywoL+eWW26hpKRk+nZcCCHGKRaL8vLLr1BbW8vcuXMpLy+nrKyUnJxc1Gr1KJ4fo66ujhdeeIG//uu/Ji0tbQr2OnlFIhF+/OMfEwwGKSwo4JEvP4JGM33faTscDt577z1qa2tZvnw5d27dSrrBMOxx4XCYvXv3sm/fPubPn8+nPnU7eXlzrv8CikIgGKCzs4ua06c5fuI4arWGDRs2kJ+fT4pWS0pKChardbD3XSQSYefOnezfv5+lS5eybNkyQCESiaLX6ykpKUE1xnCsvb2dQ4cO4XI68Xi9pKSkkJ2djc1mIzMzk8yMDNQaDR0dHTgcHYRCYQC0Wi0mkwmz2YQp04TJZCKuKLS2ttLa2kqnw0FnVxc9PT2EQiG0Wi1ajWYwvNNoNGT2V8VlZGZiNBopLiqicskSAHbt3MnR6mq++sQTZFksY3pPYmaYrZO7xjtdS0IeIUTSkaBn6pw/f55XXn6F4pJi7r77bmy2T5ZlhcNh9u7Zy959e6ksXU1eXi43z83BmJGBViuFpEKIxBKPx+nt7UWtVqNSqWhqaqK6uppQKMRXvvKVcS2Bef311/m4upolN93E2rVrKSoqmsA9Tz7xeByPx4OiKOj1elJSUjhfX8+u3bsxGo188Ytf4MUXXyISibBhwwZKSkpIT08fso1IOEwsHkefmjqs4icaiRCJ9oUeowk84vH44HI86Kvs2rtnD/s//JDbb7+NNWvWjirAC4VCVFUdYO+evcyZMwd7djZarQa1WoMKUAC/z4fT5cLpdNLb0wOAxWJhQXk5S5cupbCgYFQVTB6Ph6oDB6itq0PbHwa5nE4CwSBLliyhuLiY4qIisrKyRtxePB6ntraWqqoqmpuaWLduHTm5uRiNRsLhMA6Hg+6uLtweDx6Ph1gsRnZ2Njk5OYO/p0gkgsvlwuV09v3T7UZRFAoK8smfk092djZ2ux2L1UpqauqogtMhFIV9+/axfft2cvPyKMjPR63REAwGCYdCRGNR4nGFeDxONBIhEAgQCAaJx2OfbCKuECKtTowAACAASURBVIvHiUWjqNRqUrRatCkppKSkkJaWRnp6OpmZmaxcuXJY9bKYeFeGPpCc5/sS8gghxFVI2DO56uvrefGFF3nky4+wYMGCIffV1dby61dfpbS0lLm5SzAYDNKDRwiRkDweD4cPH+bAgQODt8VjMfLmzGHhwoUsX74cwwjVGWPldrs4euQoB6qqMJlMlJSUDFZBFJeU9F1sX4fP66Wru5v8/PyEDNPj8TiNjY3UnzvHxaYmgoEAGf2/g2AohKs/3HC5XKSnp6NWqwkFgwRDIfLz81m9ahWr16whJSWFWCzKnt17OFdfT9PFi6g1GoxGAzpdKk6nk1AohEatJhqNkp6eTopOh0ajIRaN4va40Wi0RMJhMk0m5s+fT2FhIU6nk67OTkLhvkoURVFwOp309HSjUqnRajRYrFacTicLFy7kzq1bb6iCJBqJcOLECTxeL7FYjHg8Pnhfenr6YOVLlsVCelrahAYLl1pbOXv2LE3NzTRdvEgkEsGYkYHBYCA9PZ1oNIrP58PpdGKxWFi7di3Lly8nJSVlwvZhooVCIVpaWmhtbUUFpKamoktNRavVolar0ajVaLQa0tLS0ev1fdVCA1QqtBoNao0GRVGIRiNEIlEikQgBvx9/IEBnZydVBw6QN2cOjz/++HS9zVlrpOAHEvv8X0IeIYS4hss/+BP5w34m2rt3L22X2vjCF78w5Paqqip2fLCD9Us/hc1ul3BHCDHjxWIxLly4QF1dHc3NzRiNRiwWCx0dHdSfO0flkiVs3LCB/IKCSd+XeDzOmZoaOhwO3G43breb+vp6iouLWblyBRUVi9BdMTGou7ub/fv3c+TIEcxmM11dXeTnz8FuzyYrK4usrCwsFgtZWVlkZmbOuABIURQ++ugjtr/7LpkmE+Xl5ZSUFGMwGHC7PXg8bvSpejL7l/aYTWa0l4cKinLNoENRFAJ+P16fj3AohKm/T5JKpSIajeL3+4hEosRiMdRqNVlZWX2BTyxGT08PdbW1tF5qJSvLgt1uJ+2yqq1MkwmbzUaKVovf76e7p4f09HSsVutk/sqmhqLg8/vx+XyDPykpKRjS0zFmZGCWXjeD3nvvPU6fPs2TT36VzMwE6nWUpK4W/EBiXA9IyCOEEKMgVT0Tz9nby49+9M98//vfR5/2yQnvP/3TP3HT3LXk5ORIwCOEmLF6e3upq63lzNmz1NfXY7PZKC8vp7i4CJ/PT29PDyaTiaXLlk37NKJIOMyx48f5+OOPabp4kZycHNLS0tCmpNDa2ko4HGblypXccstmMjNNhEMhmpqb6e7upre3l56eHnp7e+nt7cXjdqPtv1AfWP6SnZPDY48+OjQ4mUSKotDe3kb9uXoaGhu50NiIxWLhgQcemJIgTYiJ5nI62bV7N0ePHMFut1NUXExxcTElJSVkmc2yjGuGSJSqHwl5hBBilKSqZ2IpisLf//3f8+RXnyRvTt7g7W//5w7qz9fzxbs3U1BYOI17KIRIFB6Ph46ODuw2W9/En4m6IFIUXC4XXd3ddHV14ejooKOjg/aODiKRCOXl5YM/RqNxYl5zkvl9PhwOB4FgkHA4RF7eHLLt9tH/zhSFYCiEz+dDUfqWAW3b9i56vZ7Pf+5zk3ox6vf72bljB4ePHCFNr2fe/PmUlZVRWloqF8IiKUTCYVpaWrjYdJELFy5y8cIFVGo1JcXFZGdnY7VZsVptWCwWMjMzr99nqL+aaiKWhIqrm2nhj4Q8QggxRlLVMzqRSARHRwfpBsPwXhCKwjvvbOPChQs8++yfDJ6Yn+gffRl3tfDOO+9QkJ9PxaIKFi1aLGXdQojhFIV9+/fz/vvvY7fb6enuJhQOs2HDBu6+++4xT/kBiEajNDU1cfLkSU6ePEk0GsVut2O1WsnJziYnN4ecnFwsFssNbT8ZhUIhfvzjH7Nx40bWrVs3Ka9RX1/Piy++yE1LlnDb7bdjkWlHYjZQFLp7emi6eJHOzk66e3ro7u6ip7sHn89HRmYmWVlZ2KxW7P0TyXQ6HRq1mlD/1LWmpotYrTYqKytZsXw52Tk50/2uZoXpvF6QkEcIIW6QhD0jc3R08PIrr9DR0YHNZsPj9rB161bWb1gP9F1AvfHGGzRdvMgzzzwzOA52IOAZWKIVDAY5e/YsZ8+epabmNMXFJdx6663MnTt3et6YEGJmURR+//bb1NfX8+VHHsGenQ30VfX88pe/JBQMsrBiIYWFRYRCQXw+PxkZGSxbtmxwHPTl9u7dy9GjR3E4HGRnZ1NZWcmSJUvIzcmRCpFRcHR08M//8i/8rx/8YMJ/X83Nzfzi5z/n4UceYf78+RO6bSESVSwWxeVy09vbS1dXF50OB13d3UQiEeKxvglfK1au5Oabb6a1tZWTJ09w5MhRsrOzWbZsGQsWLMBqscjn2ySarmsFCXmEEGIcZAnXUM3NzfzsZz/j05/+NCtWrECj0dDZ2cnPfvpT7r3vPhYvXsx7771HU1MTjz32GKmpqcPCnZH09ZM4xrvb3uWuu+9m1apVU/WWhBAzSDQSwe3xUF9fz5EjRwiFQnz9618fNt46Ho/TdPEitXV1XLp0ibS0NAzp6Vxqa6O7q4tNmzezbNkyDAYDbW1tnDp1iurqah5++EvMyZtDyhWNicX1XWpt5cWXXuS//te/uPGNKAqBYIDeXic9PT10Ohx0OBycOXOGzz30EJVLlkzcDgsxC8ViUU6dOk1NTQ3n6uqIKwoZRiMGoxGjwUCmyURmZiZmk4nFlZUzeupZIpnqsEdCHiGEmABS1dNn3759dDocPPDgg0Nub2ho4IUXXuCpp55i27ZtrF+3jsWVlaMKeC7ncDh47rnn+MY3vkF2/7f2QswW9fXn6OzsorKykoyMDKKRCL29vZhMJnSpqdd8rt/vp6mpCZVKRapOh06nw2qzkZqaCoqCw+Ggt7cXp8uFx+MhGokQiUSIRqOo1Go0Gg0pWi0ZmZmY+i8C0vR6UvV60tPTJ2Xaksfj4cyZMzQ3N3OptRVHZyfhcJiMjAwKCgpYvnw5iyoqxtzs90JjI1UHD1Jz+jRxRRkcN37bbbdht9sn/H0ks0AgwJEjR6itraWxsZFbb72VLVu2XP+JikLVwYOcqamhq7ubUChEpP/P3MB0qqysLLLtdrKzs5k3f35yTJsSYiZRFFxuNz6vF6/Ph9frxePx4Ha5aG1tJRgK8dBDDzFnzpzr9/4R1zWV1woS8gghxASa7WFP1YEqWi+18tBDDw2778SJE/zujTdYsGABJrOZfHNfyf1YJ2jt37+f6qNHefYbz6LRzKwxvkJMNJfLRcP583x87Bjt7e0UFRVx9uxZdCkp+AN+MjNNxONxHnzwQSoqKoY+ub9fTXV1NQ6Hg8LCQtRqNaFQqO+iOhzmtttvp6qqCp/PR3Z2NiaTiYyMDHQ6HVqtFq1WixKPE4vHiEQiuN0eXC4XHrebYChIMBgiFovy2fs+y/Lly8dc9q8oCm63m57ubrp7enA6nbicTi61teHo6GBBeTmlJSXMyc8nJycHQ3r6hC0tiEYihMPhwSWjYvTi8Tjbt2/n4MEqFi6soLKyknnz5g2rqBpR/zK72tpa7ty6FZvdjj41lZSUFFL6A0ghxDRTFPbt28eBqipcLhdz5syhvHwB69dvkCbO4zBVKwAk5BFCiAl2ZYf92RT47Nq5C6/Xwz333jvi/e+//z71x1rw+f2sWLGCLWsrx/4iisJLL71ET08Pj3z5y/LtrkgKsViU1tZLNDY20tbWRldXF91dXcTiMcrK5rJgwQJWr1qFNiWFSCSCz+sl02RCrVZTX3+O37z6GwqLirjnM58hFArR1t7G8eMncPb28unPfIbi4uJh1TZVVVWcPn2a9evXUVGx6IabCLe2tvKfv/oVao2GlStW4PZ4cDg66O7uIRIO91UExaIMnjIqCvF4nFg8TjwWI91gwGq1YrVaMZvNmM0m7DY7pWVlk1IhJMYvHA7z13/937n99k+RlWVGUWDZ0qXXrShDUdjT3/vo6aefHl0oJISYVsFgkJaWZj7++BgnTpxg4cKFZPc3ec7MzCTe/1muAKmpqej1qaSk6Ppuj8dRlDipqXrS0tLQ6/XSsJ7J/1JYQh4hhJhEM22k4kSLhMMEgkFSUlLQaDT8yz//C/fedy8LFy4c8fHHD5xj7549LC7KourgQZ599llsNtvYX7j/QuHAhx/y7T/7NmlpcqEgxq+1pYWdO3eSqteTkZFBcXERixYtvu7zYrEY0WgUnU53zZPXQMCPw9FJb2/vJz89PfT29tLT24vVaqW0pISCggKsNtvgCfRoTogj4TDvf/ABe/fuxWw2k5ubS0FBAbds3jwl/WUUReHMmTOcPn26b5lNdjY2qxVdf4WGVqsd8j7U/UvABv4pEs+H+/dzsakJRVH4+OOP+Yu/+K/YbFdZ7qYonDl7lj+89x6hcJgnnnjixj77hRDTyu12c/bs2cEvIjxeL2q1GrVajUql6qsUDQYJh8OoNWrUag0qIBgKEQgEiITDZGRm9C/JtDBnzhxK+o97s63/z2QGPRLyCCHENBgp/EmE4EdRFC5cuMBHH31Ew/nzuN0e9PrUvl4K0SgLFy7kjx9/fMTlFJePRz916hQLFy5k965dfPNb37rhb3NfeOEF5s+fP2kje0USUBTONzRw5PBhOhwOUnU6UvV6bFYrd2zZgl6vB6C2tpZXXnmFLVu2kKLV4vZ4OHDgALfcspnMTBOpOh0K0N3dTXd3Nz3d3bhcLtweD4FAAK1WSyQSQZeSwpz8fB7/ylcIBIPU1NRQV1vLpbY2QqEQ2XY7WRZL3wmu2Tz471arta8/zgS8X5mUIqZKb28vL734Iiazmccee2zExwSDQV568UV6enu56667qKyslG/yhZilYrEYHrebnt5eenp6aG1t5UJjI+0dHdhtNvLz8ykoLBxsjD8bTEbYIyGPEGLWi0ajnD9/noaGBlJSUjCbzZgyMzFmZKBPTSVVryc1NXXSv22e6cFPW1sbv/jFL9DpdKxYsYJFFYvIzs5Grbl+M77LGyx/uH8/DQ0NPPrYY/z+rbdwulw8+uijN7RPu3btwuPxcO9VloeJ2S0Wi/LKy6/Q1t7OmjVrKC4uJhwOEwqFqK2t5cyZGvLy5qDVauno6GDt2rXccsstg89vbGigurqaYH8PGwCLxYLNasXSv7QoIyMDg8GAWq1GURRCoRC7du1i79696PV6Fi1aRMXCheQXFJBlNksAI5JGS3Mzv/jFL9h8yy3ccsstIwY3Pp+PF154Abvdzv333y9VW0KIEUUiEdrb22ltbaWhoYGamhrWrlnDZ+65Z7p3bUpMdNAz3pBHFkoLIRLe/v37efvtt1m7di3p6emcO3cOl9OJ1+vtu7gLBgkEg6Snp5GV1fetu1qlwuly4XK5WFRRwf0PPDDuyQMjNSCu7g9HLjddwU8wEADg4S99ifyCAlAU/H4/vU4nzt5eurq6aWlt4Qtf+MJgH42BcKey2IKzt5eamhre/+ADnnzySQDu2LKFv/3bvyUWi93QyX+23c6pU6dQFEW+GRZDNDU18c7bb6NPS+M73/nOsN4uS5Ys4VJrKy63e3CKVPmCBUMeU1pWRmlZ2ahfU6VSodfrueuuu1i7Zg3mrCz5cymS1vETxwmHw/j9fs6cOYPRaCTDaCQYCtHZ2YnD4aCq6gDLlt3Mpz/9aZnOI4S4qpSUFAoLCyksLGTt2rXs3buXs2fPTvduTZnl83OpPtc+eN483V/ySiWPECIhBYPBwWUaiqLw/vvvs2fPHvLy8igoKMBkMhEOhwd/VEA4EsHj8dDb20s4HMZgMJCens75+nqW3XwzDz/88ITsW0dHB3a7/aonxNNV8ROPxdmxcwcfffQRSlzBH/APjrrNMGZQV1cHwN1334VGq6XtnBO3201nw3ECwSBZWWbM5ixWrFjBypUrURSFvXv3cvz4cb75p396QxUOsViUf/u3n7BixQrWr18/0W9ZJBiPx8OZmhqOHT9OR0cHt99+O2vXrpXqASEmicPh4NChQzg6OvrGL3u96HQ6srOzsdvtVFRUUDaGoFQIMbvFYjFef/11ztXV8ehjj1FYWDjduzTlJqKqR5ZrCSFmna6uTv7hH/4/jEYjdrsdvV6PTqdDo9Hg9/vxeb2EwmEA0tPTSE83YEhPx2w2o9FqicfjfaNe+xuJer1eorEYn7777nEtxVAUhXfefpsPDxzAbrNxz733Mn/evFFtcyobPCuKQldnJ8aMDNLS0oC+pq979uwlHA4Tj8fxdETRp+pZUmojLzcXk8kEKtXghIaLF5s4ceIEKpWKL37xi+Tmjm2M+uWOHz9O1YEDPP3007IUZhaJx+N0dXbS1NxMU1MTTU1NdHV1UV5eTuXixSy56SaZzCSEEEIkiFgsxisvv0woHObRRx+dmD51CWq8QY+EPELMUtFolIaGBoLBICUlJWRmZl77CYpCd08PGUbj9UekznSKwo//z//h5mXLyJszh3A4RDgUJhQOo1ar0OlS0el0qFUqep1Ouru7cTgcNJw/j9VmY+lNN3HLrbdet/Q8HAr1TR/o6cHtcuHxePB4vZjNZkpLSygsLEJRFILBIIFAgB07duB0Onnij/+Y+vPn2bZtGx63G5vdTnZ2NiqVCr/Ph8/nQ6fTsWnzZhYvXnzV5SAjBT9KPEZz7zlStFpWrV6NxWKZgF8ohEIhnE4npw6dJxgIkqny4vV68fp8eDwe3C4XTpeLWCzWN0mhuJi58+ZRUVEx7uUskUiE5557jg0bNrB69eoJeT9iZgoEAhw4cIDTp0/T3t5OhtFIQWEhRUVFFBcVUVBYKMGOEEIIkWAGeuiFw2G+8pWvoJ1lk7ZGcvl5/FjDHgl5hJiFLjQ28ty//uuQ2zIzM1m4cCHz5s1j3ry5ZGaahtx/+PBH/PrXr6LVaklPT8dms2EdmBBjyUKlUtPV2ckHO3awsLycJ596atT70xd0BKZ0DHZNzWm2vbON73z3u6PuExCLxbh48SIffPABkUiEkpISdDoduv7xxANBhsvloru7m2AwiNVqxWq1YMo0kZGZgdGYQXd3NxcuNNLS0oJGrUGfpkevT6O4uJj7779/yAjJgZHLnZ2dABgMBgwGA06nk507dxLw+zGZzWi1WrRaLXq9nsyMDDIyMzGbTeTl5mGz21GrVJxvaGDbvo/RpaSQlm6gtbWFDGMGKhV4lU58fj8qVBQUFlBUVMSiikXkzckb9ntQFIWuri4uXrxIw/kGzp+vx+32kJtZSppej0UXxmg0YjQaMBozMBqNmEwmTCYT6Wlpk1Jt89prr2Gz2YY0zRXJpba2lpdffolFFYtYtXo1+fn5g0suhRBCCJFY4vE4Hreb3t5e3nvvPXSpqTz65S9LwHOFG6nqmZEhj0ql+jVQ3v+fZsCpKMoylUpVApwBavvvO6goytPX256EPEIMFY1Gqauro6Ojg5aWFlqam+nu6Rn2uG9+85sUFRUBsGvnTt7Zto0FCxZQVFREJBLB7/cTCARob2+nq6tr8HmPf+UrVCxahNPppLe3F4PBQHa2HY3mk2/Yg8Egra2tnDx5kpMnT+L3+6msrGTr1j/CZrNP/i9BUfj5z39OLB7ngQfux2KxjjrsicfjHD16FI/b3Tepp39pl8mUiSnTRKbJhNVqxWQyXbtKZbyjjhWFS21tBAIBotEo0UiEQDCIx+3G3d87qL2tDZfbTUZGBmq1mttvu42Vq1ahVquJRiKcP3+ept4oKboUdCk6FEUZ/P9W23qMwsJC8vPz8fv8+P1+3B43l1ovkapPpbioiLlz5zF33lw6zrtBpRqxefSkUhSqDh5k+/bt/OmffmNq/uyIKefz+fjBD37AwvJyNmzcSFFhoZwECiGEEAmopuY07257F0dnZ187hKwsFsyfzx9t3SoN2q9irEHPjAx5hryASvVPgEtRlP/RH/K8rShK5Vi2ISGPSDTRSISOjg7a2tvp7OxEp9NhMBjIzMwkMyODQCDQtwTG48Hv95OZkYHFasVqtWI0GlEUhXg8RjzeN/3I5XLhdrnw+nykpqZiSE8nvb9pcFpaGulpaaTq9cRiMXw+Hy6Xi+bmZpZUVpKeno5Kre4LBaJRztTUUHPmDD6fj2AwSDAYRK1WU1JcjMFoxO12cb7+PE6Xi8zMTMxmMz6fj56eHqxWK2lpaXR1dREOh8nJyWHx4sXctGQJmSYT+/fv58P9+/njJ54YDJcURcHhcGC1WCb8oi4Wi7Fn925279lDIBBAl5KCPi2N1atWseWP/ihpDjThUIjunh5ycnJG/Z6qz7UTj8VobmkmGAyhS0lBl6pj7pI85uTnYzQagU+mZ8HI08EmhaIQCAbpaG9n+/bt+AMBHnvsUQl4kpiiKJw8eZLGxkYOHz48q8aqCiGEEAlLUTh1+jStLS20d3TQ3t4GwGfv+yxz582TJdZjNNqwZ0aHPKq+r8CbgNsVRTknIY9IRn6/n/b2di5dutRXVdPSQldXFzabjby8PLKz7UQiUbxeb19fF6+XtLQ0MjIyyMjIID09HY/bTXdPD93d3Xi9XtRqNRq1GpVaTVpaWv9SmUwMBgOhUBi/z4c/EOirxPH78QcChIJBVGp13yhrtRptf1Ph+EBgFIsT7//7rlapUGvUxOMK8XgcrVZDijaFwqIiKioqKF+wAKvNNmSiTTQSweFwEAgGsdttZGZkjljFcurkSV577TXKysrQaLXU1tai0+kI+P0sWLCAxZWVFBQUYDQa+wKoCVr6oygKoVAIj9vN7958E6/Xy1133cXC8nJp5tvvas2dpyLcicfjvPfeexw/dgyX241arcZsNrNx40bWrFmTNIGcGFl3dzcnT57k1KlTOJ1OvvWtb5GRkTHduyWEEEKIq4hEIrz229/SeukSlZWV5OTkkJubS3Z2tpy3jcNogp6ZHvJsBn40sIP9Ic9poA5wA/9NUZR919uOhDxiosViUZS4ctXKEq/XS1PTRXp7eonH+8KReCxGKBzG7/fj9/nw+nw4HA5CoRC5ubmDo7sLCwrIzcsdsrRpKiiKQiwaRdMf7lzrcfF4nHg8jlqtQqPWTHgIEg6FOHToECk6HeXl5WRlZeHz+aipqeH06dM4HA68Xg/BYAij0UhhYSGlpaWUlpaQok3pG3seiRAMBunt7e1rftzfI2egd41WoyFVr8eUmUmmyURmZiZZWWYslr5qqAMHDvDGG2/w1a9+lYqKigl9f2JsmpqaeOutN9HpUrn33nvJysqa1RMXZoX+ZYN1585x5MgROjo6uGnJEiorK+WbPyGEEGIGi8ViHD16lD/84Q+Ulpbyuc99brB/pZgY12vKPG0hj0ql+gAY6evfv1IU5c3+x/wEqFcU5Z/6/zsVMCqK0q1SqVYAvwMWK4riHmH7XwO+BmCzZK94/ge/uqH9FAIAReEP779PQ0MD3d3duN1u9Ho9d9xxBzabjZ6ensGfS62t+Px+ioqKsNlsQ6pqUlN1pKf1LZUypKdjz84my2yWSpEbFItFcbvcXGxqorGhgQsXLxKPxQabIetSU7FYLFitVmw2G/r+JWnRaJRYLEogEMTtduN2u3G5XPT29tLT00M4HEaj0bB582a2bNkyYdVCYnQCAT8NDY00nD/P+YYG3G43d27dOthLSCSfSCRCa2srTU1NXLxwgQsXLxCLxSkrLWX58uVULKqY8uBbCCGEEKMXj8fZvWsX+z/8kGy7nTvvuouSkpLp3q2kdrWqnhlbyaNSqbRAK7BCUZSWqzxmN/A9RVGOXGtbUskjxmv/vn189NFHfOYzn8Fqs2E2m+ns7GT79u2Ew2GsFgsWiwWL1UJOTi45OTkSDCSwUChEMBjEZDJd/8HihkSjUTo7O2lvb8fR0UFPby/O3l56nU58Xi9FxcXMnTuXuWVlFBYVSeVGEgkGg3R0dNDa2kJra98yVYfDQXZ2NsVFRZSUlFBcUoLVYpEAXAghhEgA8Xicl19+GZ/Px7333MOc/Pzp3qVZY6SgZ7whz2Sedd8BnL084FGpVHagR1GUmEqlKgPmAw2TuA9CAFBQWMj7H3yAyWzGarUCkJuby+OPPz69OyYmRWpqqiwHmkDhUIhTp0/3BToOBw6Hg56eHiwWC3m5uWTn5DBv3jyyssyYzVlkZZmlaiOBRKNRXC4XoWCQaCxGLBolGo32TXrzePD2N4nv6e6mw+EgEAiQnZ1Nfn4+BQX5rF69ijlz8kmRaVlCCCFEQtq5cydej4ennnpKpl9OsYHemNX9w1DGMmr9aibzLPyLwJVrrDYD/0OlUkWBGPC0oijD5z4LMU6R/tHSPT3d+P0BgoEAaWlpXGhsJCcnZ7p3T4ippyhEIhGCoVDf2PhgkLiioNFohvwoikIsFiUajRGLxaivr2f3rl0UFhZSUFjIzTcvIzs7B7vNJicBCcLr9dLV2UlPTw/dPT309vb2LXN0uXB7PAQCAUyZmej1ejRaLRqNBq1Wi16vH2wQX1BQwJIlS8jJzsaclSWVjkIIIUSSUBSFPbt382ff+Y6c202j5fNzqT7XPmTy7Y2atJBHUZTHR7jtNeC1yXpNMXNVV1ejAubOm0dmZub1n6AoKDDqC4lYLEZbWxsXLlygtraWhoYG8vPzycnJIS0tDYPRyK233sqixYvH9T6ESAQNDQ3827/927DbtVrtYJVTamoq6v5pbLFYlFgsTiwWRaVSo9VoBi/27XY7X/v618nLy5uGdyJumKJQf76evXv30djQgD07u29JqsVCYWFh38S+/qblBoNBeiUJIYQQs5TL5SIlJQWLxTLduzLrTdTEW6mnF1OiqqqKYDDI66+/Tn5+PgsrKojH4wSDQYKBAIFgEJ/Ph9frxev14vN6MRiN3HHHHaxZsxqNRjs4Ijvg99PV1UVHRwcdDgdtbW1cunQJq8VCSIOWIAAAHfJJREFUUXExK1as4OGHv0RaWvp0v20hpkVJSQnl5eW0t7dhsVgxm82YzWZycnIoKyvDkpUlvVKSjKIotLW10dDQMPhjNBjYuGkTj375y6TIVAwhhBBCjECv1xOJRDh48CBr16yRc8QkMKkj1CeKNF5OfO+//z7BQIC77rqLM2fPUl9fT0pKCmlpaej1etL0egwGA0ajEaPRiMFopK2tjXfffZfm5mZQFIKhEDqdjrS0NKwWCzk5OWTn5JCbm0tBQQF6vX6636YQM0Y8Hqe3txen04nT6aS3t7cvBDh/Ho1WS2VlJVvuuAOD0TjduyrGKBKJ0N3dTXd3N46ODhobG2lsbMSYYaS0tIy5c+dSVlZGVlbWdO+qEEIIIRJAR0cHL7/8MosXL2br1q3TvTuz3kNPf2pmTteaSBLyJL6mpiZ+9atX+OY3v0VaWtqYnut2u9BqU9Dr9bKkQIgxCAQC+Hw+9Ho9+tTUvnXWisK5+np+8+qr+P1+/vSb35Q+Vf0uNDbS0dFBJBqlq6uLrs5OOru6CAaDWK1WbDYbdruNgoJC5s2dO+nVMZFwmKbm5r6qxf6fzs5OfD4vWVkWbFYrNrudkpISysrKyMjImNT9EUIIIUTycrlc/OhHP+Kee+5h5cobzhfEBJCQR0ypC42N/P73vycUCg1W3AxU35QUF1M2dy4ajWbY8+LxOL/5zW84deoUK1asYPHixRQXF6OTJQRCTJhwOMzOHTtovXSJtrY2/H4/RqOxb6R8IAAqFampOkBFeXk55eXl3Hzzslk/Ccvr9fLWW29RXV3N8uXL0aemYu0PdGw2O3q9np7ubjq7uuju6qKhsZFLly6xaNEili9fzsLy8gkvbf64upo333oLq9VKbm4uuf2Vi9l2OyazWQJvIYQQQky49vZ2XnzxRXp6ejAYDKSnp2NIT8dgMLBx40ZKSkunexdnBQl5xJSpr6/n+eef56abbuKOT30Kn98/2D/H7fFQf+4cnV1dLF60iI0bN1JQWDhsGy6nk4MHD3Kuvp5Lly6Rm5vLTTfdxMYNG6SbuxDjdOLECXbs2MGWO+4gb84cLBbLJ83LFYVoNEowFCI9PV1CAvrC5w/37+eDHTtY9f+3d+fBcZ91nsffj7rVrW6ppZZap21Z8iFfOfCRi5xkSLAzHAESajMVlrBJEWC4tmqmamHzx27t1OxSu0WmKoFhimUZwlRmgKnFiXPADHZYYk/ASTB2Yls+ZEeyFOs+ult9St3P/tE/KbItKbZ1tI7Pq+pX3fr1oUfJN09+/ennuOEGPrJz52UHz9FolLeOHGH/gQPcfttt3H7HHbPatieffJKPfvSjbNy4cVbfV0RERGRazjIZfX199DhroLa1tdHR3s7Xv/ENqqur893CJW+mIc/y/vpWrsjatWv57MMP88orr/DCCy/w6QceoKmp6YLnhMNhDh8+zI+feYaqqioeeeSRC9bKKQsG2blrFzvJTUVoO3eO/fv387vXXmPTpk14i4ou2P3H5/ONp8d+J03Wh1ORyQ0MDLBq1SquvfbaS0eWGIO7sJAShakAJJNJnn32WZLJJF/58z+n+gqnrAUCAW67/XY2btrEU089xYaNG2ftoiebzdLT082aK/22zFqy1jo7pmVwu1wKz0VEROQCbW2t9PcPkMlkyGYyjDq3kWiEvr5++np76evvx+VyEQiUUFISIFBSwvbt29GSzIuDRvLIFctkMhw4cIC9e/dSXV3Nhg0b2NDURGVVFYlEgngsRnR4mGeeeYZt27bx8MMPv+97nj17lvPnz5NKpXJHMpnbSSuZIBaLE4vFiMfjJOJxXG43hYVu3C43brcbd2EhhYWF1NTUsGrVKlatWsXKlSvxer3z8E9DZOE4duwYv/jFLygoKGDTxo3cdPPN1E8yom6hsta+N/JoDrW0tPCzn/2MLVu28IlPfGLSKaZX4qWXXsTlcrNr167ZaaC1fPd736OsrOySxZNtNks8HicWH+sXY8RiMVLJFJlsFmMMLlcBxhRQGQrxF3/5l7PTJhEREVnUkskke/bs4fTp0zQ2NuJyuS44AiUlhCorqaysJBQKaVObPNJ0Lcmb0ZER3mlt5dSpU5w6dYqhoSH8fh9+f27EjQHuvOtO1q9vet/3ulzWWtLpNKOjoxccqVSKrq4uOjo66OjooLOzk4qKClbX17O6oYHNmzcTDAZnrR0iC5a1dHV3c/z4cfa/+iqPf/Fx6mrrFvR2mIlEnOeee54jR45w/fXX88FbbsmNYpmlNmcyGYaGhmhpaeH1gwcJRyI8+OCDbNq0aVbe/+jbb/P6G2/w6KOPzsr7AUQiEQ4dOsTF/482xuD3+cZHNxYXF1Ps9+MtKsLlco2HZLHhYf7Ht7/Nww8/zObNm2etXSIiIrL4JJNJnvzOd9i4cSMf+/jH9WX4AqeQR2QSmUyGrq4uzp07R1trK6dbTvO1r31dQY8sK7/97W/5twMHyFrL5s2bWbt2LSVj4YDfj7+4GE9h4ayFKT09PRw/foxgsByXy0VBQcH4baHbjcfjweP14vF48Hq9uFwuDh48yN69e9m6dSsfuusu3nr7bfbs2cNnP/tZtm7desVtGEmn2X/gAL29vQwMDDAwMEAkEiEQCFBfX8+NN97Ipk2bZjTtM5lM0nn+PO1OqNza2kptTQ2PPvbYVb/nXGhtbeUf/uEn1NevZufOj1BXtyLfTRIREZE8OLB/Py1nzvD5z38+302Ry6A1eUQm4XK5WLFiBS6Xi8HBQRKJJMePH+fWW2/Nd9NE5s1dd93FXXfeSXdPD83Nzbz99tvEYzFi8bgzzScOWMrKglRXVVFVXU1VVRXV1dWsWFGHz+e/ot/X1tbKiy++BEBlKERVdTU2myWTyTAyOko6nSadSpFKp3P302k2bNjAF7/4+HgAccOOHezbt++qt3U/ePAgb775JnfccQfbt22jIhQiGCy74h3EkskkAwMDDDpBUW9vL909PfT09JBKpaitqWFVfT1NTeu5++6787YNvbWWRDzOcCw3bSsWixEbHmYoHKanuxu3u5CjR4+SzWZndaSRiIiILALWsv/AAV555RW+8IUv5Ls1Mk80kkfyIpMZZXQ0g9vtwlXgunQkgbOqeyKRIBGPE0/ESSVTVNfUUFVZOenIg1gsRmfneVpb22hrbaW1rQ2/z8eWa67h1ltvpaqqap7+OpHFYySdZnBwkJ7eXnp7e+ntzQUZnec7KQsGaVi9mobGRlasWEFtTQ2e9xneOzQ0xL69ezl1+jTpVIr1TU34/X5GR0fJjE2xzGTIjI7iLizE5/Ph9/nw+f34fEWcPHmSiooQ999//1X9PW+++Sb79u0lFouxdu06Ghsb8HpzU5ncLhcut3v8NplMEo1GLzgikQiDg4NkMhkqKiqoKC+nvLycqupqqp2jrKxsTtcOGh0dJRwOMzQ0NH6Eh4aIxeMT+sQEiUScZCKJt6iIkhJn6lZxCcXFxZSWllJTU0NNTQ1VVVUUagFmERGRZSWbzfLjv/97Ojo6+PKXv0yVdsVaNDRdSxalv/v+92k5c+aS8z6fD2MgmUhSWFjofPDz4ff78Xg8dHZ2MjIyQmNjA6tWrSIaidLd3U1XdzfZTIaa2loaGxpobGykobGRQCCQh79OZPHLZrN0dXXR1tZGW1sbnZ2d9PT0EAgEqK2tpba2lkAggM/nm3AU4Sty/nv1ehkYGODMmRZSqXRukXS3Oxe2OLejo6MTAovcYYCPffzjl72V+VTC4TBnzpyhvb2d0ZGRXLCUyeTCJidk9nq9BAIBAoEApYEAgdJSAoEAFeXl+P3+GU9jG0mneffdd+nr7yebzWKtnXBksdlcmB0OhwmHhxgaChMOh0kkEpSWlhIMBt87ysooLi6e0Cf68Ply97XjoIiIiFwskxnlly//klOnTtE/MEBjYyO33XYbW7ZsyXfT5H0o5JFFKxKJ5BZKbm/nndZWzp45w7Zt29i+fTurGxqmXNE9PDREa1srHR3vUlZWNv5tdWkgsKAXlxVZ7LLZLP39/XR1ddHV1UUsFhsPZyYe8XgcV0EBZRNDimAZZWVBQqEQtbW1FBcX5/VvGR0dpa+vj97eXlKp1EUBzHuH1+ulyOvFW1SEr6gIb1ERRUVF+Hy+SXflCofD7Nu3j9bWVnp7e6mtqaGqunp8UWRjDAXOrTEGj9dDsCyY+2dVVkZZMEhJScm87DImIiIiy0M8FuN0Swt79uxhx44d3H33h654Wr7MH4U8smSEw2H2v/oqJ06epK+vj2BZGTW1uW3R/+RPPjzjbY5FZJ5YSyKZYGjovSlHY9OP+vr66OrqotDtzo0Iqqujrq6OFXV11NTUUDjDETwT2xCPxxkYHGTQOQYGBujv66Ont5dweCg3Dauq2hlBaC44CpyQJZVOk0wmSSWTJFMpkonE+G1xSQnlYyFWeTlej4d/e+01br75Zq699lpW1NXh1jQpERERWSCi0SgvvPACzc3NbN26lQ984AM0Njbidmup3oXi0Oku/vt3HlbII0tPJpOhv7+f7u5uXtm3j9vvuIMdO3bku1kiMhusJRwO09XVRWdXJ52dXXSeP09Pby/l5UHq6lawdetWrrvuussa0RKPx+ns7Bw/zp8/T093N6agILemTkU55eUVlJeXUxkKUV1dTUUoNKPgOJvNEo1EGBwaYmhwkMGhIaLRKDfs2MGKlSuv+n1FRERE5lokEuHgwYM0NzfT3d3N2jVrWLd+PY2NjaxauVJfUuXJodNdADMOeRTZyYLkcrmorq6msLCQWCyG261RPCJLhjGUBXNTlDZu2jR+OpPJ0NvbS0dHB//vN7/hV7/6Fffccw/bt20bn4o5ODhI6zvvcH5CqJNMJqmrq6WubgUrV67kxhtuoKa2Zk6HIRc409HKgkFobJyz3yMiIiIy20pLS7n33nu59957icfjnD59irNn3+GPf/wjPT09rKirY3VDA/X19dTX11NZWamp5HNsLOC5/oPrZ/xeGskjC1YsFuO7332aWz94K3fceWe+myMi88laTp8+zQsvvkgoFCIUCnGiuZno8DDr1q1jxYoV49O8ysvLtR6XiIiIyCxIp1Kca2+n/dw52tvbOdfeTiqZpKa2hlCoklAoRGUoRKgyRChUSUlxsa7DZujigOehB2/WdC1Zmp5//nkyo6N8+oEH8t0UEcmT0ZER9u7diykoYPPmzdTX1+ubJBEREZF5FI1G6enpob+/P3f09dHf309ffz+1tbU89thjU26aI9ObbATPTEMeTddaKqwlnU6TSCZJJBIkk0mSE+4nEgm8Hg9r1q6lrq5uUXxI6ujooL39HMeOH6e4uJiSkhKKi4vH7zc1NdHQ0JDvZorIHHIXFrLrvvvy3QwRERGRZSsQCBAIBFi3bt0F5621PLd7N08//TRr166l2O/HX1yM3+8f/9zm9/spLS3FM1ubayxBszFFayKN5Mk3azl85AivvfYaoYqK3E4ztbXU1tXidhdy4sQJjh87xjutrZSVlbFp40Y2Od9mA7S1tnLkrbc4evQow8PD+Hy+3Pa+zha/RUVFFDm38Xics2fPEo/HWLt2HWvWrKGhoWFBL641kk4zHIsRi8WIDQ8Ti8UYjsWIRiMcOXyEsmCQG2+8kUAg4HQmfvw+P0U+HwUFBfluvoiIiIiIyNJlLcebmxkaGiQWixOPx4nFYsRjMWLxOHHn89uWLVu4+eabqaioIBqNTnqk02mCweAF08FCoRA+ny/ff+WcOHS6a9KAR9O1FrGBgQH27NlDT08P9913H/FYjM6uLro6O+ns6iKdTrNhQxNbtlzD+vXrGRwc4ETzCZpPnGB4eBiXy0Wx38/1H7ie6667ntqamsuaDxmJhDnTcoZ3Wltpa2ujp6eHOmcb40BJCSWBAIFACSUlASe1LcFX5Ftwcy2z2SxHDh+m+cQJ4rFYrkOJ5zqWVDJJka8Ivy+XJns8nty2yAUF49sjmwKDMQXO/dx5j6eQT97/STxeb77/PBERERERkUUvHo9z6A9/4ODrr5NIJCgNBJzPnIEL7ns9HgYGBy+ZFuZyu6gMVRKqrHQCoEoaVq+mqro633/aVZsq4AGFPIvaD3/4QwqM4XOPPILbfdHMOWvJWjvlaJTBwUEymVEqK6tm3I50Ok17ezs9PT0MD0eJRocZHh4mGo2O/zwyMkJ5MEhlpbPYVuV7/5EFSkspKiq66ilgI+k0kWiUVDKJx+vB4/Hi9XrHg5mrkc1mSSYSTugTY2RkhGzWYq0lm81ibRabtYxmRomEIwyFw3R3d/Puu+/yxBNPXPrvQ0REREREROaXtQzHYvT399HX109fXx/t7e0k4nG+9vWv57t1V+X9dtLSmjyLmMtVwE033jR5oOCMNplKeXn5rLXD4/Gwbt26S+ZYTjQyMsKgk6r29fXR19fHyZMn6evrY3h4mFQ6jdfrzU0VG5syNuHWV1SE29kOPRKJOEPyIkQjUUYzGUoDAbxFRYyk06TSadKpFOmREdxuNx6PB6/Xi9fjweN9LwAqLS0lFApRUVFBRUUFoVBofMGvAmMocLnIZDIkE0mGhoYYCocJh4eIhCNEIhEi0SjxeJySkhJKS0spDQR44IEHFPCIiIiIiIgsBMZQUlJCSUkJDQ2NAJw7d47du3fnt11XaTa3Sp+KPs3KZSksLKS6uprqKYbEZbNZUqkkyURukedEMknygtsE6XSa8vJyVq9enRuaV1pKIBDAV1Q06VQway0jIyOkUinS6TTpdIpUKhcAJVMpIuEw/QMDnD17loH+fgYGBihwuSguLiYaiQBQFgwSDAYJBssIlgVpWN1AaVlZLtQpLaW4uFhr94iIiIiIiMicmo+ABxTyyCwpKCjA5/Pj8/mZrTFGuTVyPJe/Eru1xJyFvkpLSynyehfcOkIiIiIiIiKyvMxXwAMKeWQpMWZ8qz4RERERERGRfJvPgAdA81RERERERERERGbZfAc8oJBHRERERERERGRW5SPgAYU8IiIiIiIiIiKzJl8BDyjkERERERERERGZFfkMeEAhj4iIiIiIiIjIrMlXwAMKeUREREREREREZuzQ6a68BjygkEdEREREREREZEbGpmnlm0IeEREREREREZGrlO91eCZSyCMiIiIiIiIiMgMLIeABcOe7AcuZ2+Xm5//8zxQ+91y+myIiIiIiIiKy4GVGR6msqsp3My6wvamWQ79rWRBBj0KePPp3Dz1ELBbLdzNEREREREREFg2fz5fvJlxioQQ9CnnyyOPx4PF48t0MEREREREREZmhsaAH8jd9S2vyiIiIiIiIiIjMgu1NtQC85YQ9800hj4iIiIiIiIjILMln0KOQR0RERERERERkFuUr6FHIIyIiIiIiIiIyy/IR9CjkERERERERERGZA/Md9CjkERERERERERGZI/MZ9CjkERERERERERGZQ/MV9CjkERERERERERGZY/MR9CjkERERERERERGZB3Md9CjkERERERERERGZJ3MZ9CjkERERERERERGZR3MV9CjkERERERERERGZZ3MR9CjkERERERERERHJg9kOehTyiIiIiIiIiIjkyWwGPe4Zv4OIiIiIiIiIiFy1saBnpjSSR0RERERERERkCVDIIyIiIiIiIiKyBCjkERERERERERFZAhTyiIiIiIiIiIgsAQp5RERERERERESWAIU8IiIiIiIiIiJLwIxCHmPMZ4wxx4wxWWPMDRc99i1jTIsx5qQxZueE87uccy3GmG/O5PeLiIiIiIiIiEjOTEfyHAU+Dbw68aQxZgvwEHANsAv4W2OMyxjjAr4H3AdsAf7Mea6IiIiIiIiIiMyAeyYvttY2AxhjLn7ofuCn1toU8I4xpgW4yXmsxVp71nndT53nHp9JO0RERERERERElru5WpNnJdA+4ecO59xU50VEREREREREZAbedySPMWYvUDvJQ09Ya5+f6mWTnLNMHirZKX7v48Djzo+pB7/04aPv11ZZtiqBvnw3QhYs1YdMR/Uh01F9yHRUHzId1YdMR/Uh09k4kxe/b8hjrb3nKt63A6if8PMq4Lxzf6rzF//eHwA/ADDGvGmtvWGy54moPmQ6qg+ZjupDpqP6kOmoPmQ6qg+ZjupDpmOMeXMmr5+r6Vp7gIeMMV5jzBqgCXgdeANoMsasMcZ4yC3OvGeO2iAiIiIiIiIismzMaOFlY8yngKeBKuAlY8xha+1Oa+0xY8zPyS2oPAp8xVqbcV7zVeBfABfwI2vtsRn9BSIiIiIiIiIiMuPdtXYDu6d47K+Bv57k/MvAy1f4q35w5a2TZUT1IdNRfch0VB8yHdWHTEf1IdNRfch0VB8ynRnVh7F20nWPRURERERERERkEZmrNXlERERERERERGQeLbiQxxjzv4wxJ4wxbxljdhtjghMe+5YxpsUYc9IYs3PC+V3OuRZjzDfz03KZD8aYzxhjjhljssaYGyacbzTGJIwxh53j7yY8tsMY87ZTH08ZY0x+Wi9zbar6cB5T/yHjjDH/1Rjz7oQ+408nPDZprcjyor5BJjLGtDrXEofHdj0xxlQYY35tjDnt3Jbnu50yf4wxPzLG9Bhjjk44N2lNmJynnP7kLWPM9vy1XObaFLWh6w4BwBhTb4z5jTGm2fnc8g3n/Kz1Hwsu5AF+DVxrrb0eOAV8C8AYs4XcblzXALuAvzXGuIwxLuB7wH3AFuDPnOfK0nQU+DTw6iSPnbHWbnWOL004/33gcXK7vDWRqx9ZmiatD/UfMoW/mdBnvAxT10o+GynzT32DTOFup78Y+xLhm8A+a20TsM/5WZaPH3PpNeVUNXEf712HPk7u2lSWrh8z+ecNXXcI5Dam+gtr7WbgFuArTh3MWv+x4EIea+2/WmtHnR9/D6xy7t8P/NRam7LWvgO0ADc5R4u19qy1Ng381HmuLEHW2mZr7cnLfb4xpg4otdb+zuYWoPoJ8Mk5a6Dk1TT1of5DLtdUtSLLi/oGuRz3A884959B1xfLirX2VWDgotNT1cT9wE9szu+BoHONKkvQFLUxFV13LDPW2k5r7SHnfhRoBlYyi/3Hggt5LvIo8Evn/kqgfcJjHc65qc7L8rPGGPNHY8xvjTF3OOdWkquJMaqP5Un9h0zmq86w1x9NmGahmhBQHcilLPCvxpg/GGMed87VWGs7IXfRDlTnrXWyUExVE+pTBHTdIRcxxjQC24CDzGL/MaMt1K+WMWYvUDvJQ09Ya593nvMEuaFMz469bJLnWyYPqrRl2CJ2OfUxiU5gtbW23xizA3jOGHMNU9eNLFJXWR/qP5ah6WqF3FDXvyL37/uvgO+Q+2JBfYaA6kAudZu19rwxphr4tTHmRL4bJIuK+hTRdYdcwBhTAvxf4D9aayPTLBt7xTWSl5DHWnvPdI8bYx4BPgZ82L63x3sHUD/haauA8879qc7LIvR+9THFa1JAyrn/B2PMGWADubpZNeGpqo9F7mrqA/Ufy9Ll1oox5n8DLzo/TlcrsnyoDuQC1trzzm2PMWY3uekU3caYOmttpzN0vievjZSFYKqaUJ+yzFlru8fu67pDjDGF5AKeZ621v3BOz1r/seCmaxljdgH/CfiEtTY+4aE9wEPGGK8xZg25hYdeB94Amowxa4wxHnILV+2Z73ZLfhljqsYWKTPGrCVXH2edoW5RY8wtJhePfg6YarSHLF3qP+QCF81l/hS5Rbth6lqR5UV9g4wzxhQbYwJj94GPkOsz9gCPOE97BF1fyNQ1sQf4nLNLzi1AeGxahiwPuu6QMc5n0v8DNFtrn5zw0Kz1H3kZyfM+vgt4yQ2FBfi9tfZL1tpjxpifA8fJTeP6irU2A2CM+SrwL4AL+JG19lh+mi5zzRjzKeBpoAp4yRhz2Fq7E7gT+G/GmFEgA3zJWju24NmXya1y7yO3xtMvL3ljWRKmqg/1HzKJ/2mM2UpuuGsr8EWA6WpFlg9r7aj6BpmgBtjtXJe6gX+01v7KGPMG8HNjzGPAOeAzeWyjzDNjzD8BHwIqjTEdwH8Bvs3kNfEy8KfkFtWNA/9h3hss82aK2viQrjvEcRvw74G3jTGHnXP/mVnsP8x7s6FERERERERERGSxWnDTtURERERERERE5Mop5BERERERERERWQIU8oiIiIiIiIiILAEKeURERERERERElgCFPCIiIiIiIiIiS4BCHhERERERERGRJUAhj4iIiIiIiIjIEqCQR0RERERERERkCfj/xabIqjECeGYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c3f1029b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "base = world.plot(figsize=(20,10), color='white', edgecolor='black')\n",
    "base.contourf(contour, alpha=0.45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Но мне недает покоя мысль, что мы читали файл 10 минут. Конечно, ускорить это дело непросто, однако можно попытаться получить некоторую информацию на стадии чтения. Например перерисовывать карту, по мере поступления данных.\n",
    "Для обернем все, что мы сделали до этого в функцию. Добавим только вызов функции `clear_output` из `IPython.display` для придания некоторой интерактивности нашей отрисовке:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Визуализация в процессе чтения файла"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_heatmap_geo(data):\n",
    "    heatmap, x, y = np.histogram2d(data[:, 0], data[:, 1], bins=(20, 20))\n",
    "    heatmap = np.log(heatmap+1)\n",
    "    world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'));\n",
    "    base = world.plot(figsize=(20,10), color='white', edgecolor='black');\n",
    "    filtered_heatmap = ndimage.filters.gaussian_filter(heatmap, 1);\n",
    "    contour = plt.contourf(filtered_heatmap, extent=[-200, 200, -100, 100], alpha=0.45)\n",
    "    base.contourf(contour, alpha=0.45);\n",
    "    clear_output(wait=True)\n",
    "    display(plt.gcf())\n",
    "    time.sleep(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "И будем перерисовывать карту, например, каждые 50 тысяч точек. При желании это число можно изменить, но это число показалось мне достаточно удобным:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1cfbd1b240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "meas2 = bcolz.zeros((0, 2), dtype='float32')\n",
    "\n",
    "with open(DATA_PATH) as file:\n",
    "    rows = csv.reader(file)\n",
    "    next(rows)\n",
    "    for row in rows:\n",
    "        try:\n",
    "            meas2.append([float(row[1]), float(row[2])])\n",
    "        except ValueError:\n",
    "            pass\n",
    "        if meas2.shape[0] % 50000 == 0:\n",
    "            plot_heatmap_geo(meas2);\n",
    "\n",
    "plot_heatmap_geo(meas2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "В результате получим что-то вроде этого (это гифка):"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"./img/map_overwriting.gif\" alt='map'/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Заключение"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Существенный недостаток доанного подхода - достаточно долгое чтение файла. Тот же pandas справился бы с чтением в несколько раз быстрее, однако он затратил бы больше памяти, и не было бы возможности отрисовывать heatmap динамически при получении новых данных."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
